{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "D7qjUvzDS30B"
   },
   "source": [
    "# Cuffless BP - example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "BjP220de4M8A"
   },
   "source": [
    "## Import Libraries and Database"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "yP3PjLlP2NWI",
    "outputId": "0a3a4b46-d67d-460e-ba04-1a1ae4a4ec3e"
   },
   "outputs": [],
   "source": [
    "! pip install wfdb\n",
    "! pip install neurokit2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "QKF3h2F0S30K"
   },
   "outputs": [],
   "source": [
    "import neurokit2 as nk2\n",
    "import wfdb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "J_iR8w7j2VaV"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy import signal\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "yqPlzYEf4TqQ"
   },
   "outputs": [],
   "source": [
    "# MIMIC info\n",
    "database_name = 'mimic4wdb/0.1.0' # The name of the MIMIC IV Waveform Database on Physionet\n",
    "\n",
    "# Segment for analysis\n",
    "segment_names = ['83404654_0005', '82924339_0007', '84248019_0005', \n",
    "                 '82439920_0004', '82800131_0002', '84304393_0001', \n",
    "                 '89464742_0001', '88958796_0004', '88995377_0001', \n",
    "                 '85230771_0004', '86643930_0004', '81250824_0005', \n",
    "                 '87706224_0003', '83058614_0005', '82803505_0017', \n",
    "                 '88574629_0001', '87867111_0012', '84560969_0001', \n",
    "                 '87562386_0001', '88685937_0001', '86120311_0001', \n",
    "                 '89866183_0014', '89068160_0002', '86380383_0001', \n",
    "                 '85078610_0008', '87702634_0007', '84686667_0002', \n",
    "                 '84802706_0002', '81811182_0004', '84421559_0005', \n",
    "                 '88221516_0007', '80057524_0005', '84209926_0018', \n",
    "                 '83959636_0010', '89989722_0016', '89225487_0007', \n",
    "                 '84391267_0001', '80889556_0002', '85250558_0011', \n",
    "                 '84567505_0005', '85814172_0007', '88884866_0005', \n",
    "                 '80497954_0012', '80666640_0014', '84939605_0004', \n",
    "                 '82141753_0018', '86874920_0014', '84505262_0010', \n",
    "                 '86288257_0001', '89699401_0001', '88537698_0013', \n",
    "                 '83958172_0001']\n",
    "\n",
    "segment_dirs = ['mimic4wdb/0.1.0/waves/p100/p10020306/83404654', \n",
    "                'mimic4wdb/0.1.0/waves/p101/p10126957/82924339', \n",
    "                'mimic4wdb/0.1.0/waves/p102/p10209410/84248019', \n",
    "                'mimic4wdb/0.1.0/waves/p109/p10952189/82439920', \n",
    "                'mimic4wdb/0.1.0/waves/p111/p11109975/82800131', \n",
    "                'mimic4wdb/0.1.0/waves/p113/p11392990/84304393', \n",
    "                'mimic4wdb/0.1.0/waves/p121/p12168037/89464742', \n",
    "                'mimic4wdb/0.1.0/waves/p121/p12173569/88958796', \n",
    "                'mimic4wdb/0.1.0/waves/p121/p12188288/88995377', 'mimic4wdb/0.1.0/waves/p128/p12872596/85230771', 'mimic4wdb/0.1.0/waves/p129/p12933208/86643930', 'mimic4wdb/0.1.0/waves/p130/p13016481/81250824', 'mimic4wdb/0.1.0/waves/p132/p13240081/87706224', 'mimic4wdb/0.1.0/waves/p136/p13624686/83058614', 'mimic4wdb/0.1.0/waves/p137/p13791821/82803505', 'mimic4wdb/0.1.0/waves/p141/p14191565/88574629', 'mimic4wdb/0.1.0/waves/p142/p14285792/87867111', 'mimic4wdb/0.1.0/waves/p143/p14356077/84560969', 'mimic4wdb/0.1.0/waves/p143/p14363499/87562386', 'mimic4wdb/0.1.0/waves/p146/p14695840/88685937', 'mimic4wdb/0.1.0/waves/p149/p14931547/86120311', 'mimic4wdb/0.1.0/waves/p151/p15174162/89866183', 'mimic4wdb/0.1.0/waves/p153/p15312343/89068160', 'mimic4wdb/0.1.0/waves/p153/p15342703/86380383', 'mimic4wdb/0.1.0/waves/p155/p15552902/85078610', 'mimic4wdb/0.1.0/waves/p156/p15649186/87702634', 'mimic4wdb/0.1.0/waves/p158/p15857793/84686667', 'mimic4wdb/0.1.0/waves/p158/p15865327/84802706', 'mimic4wdb/0.1.0/waves/p158/p15896656/81811182', 'mimic4wdb/0.1.0/waves/p159/p15920699/84421559', 'mimic4wdb/0.1.0/waves/p160/p16034243/88221516', 'mimic4wdb/0.1.0/waves/p165/p16566444/80057524', 'mimic4wdb/0.1.0/waves/p166/p16644640/84209926', 'mimic4wdb/0.1.0/waves/p167/p16709726/83959636', 'mimic4wdb/0.1.0/waves/p167/p16715341/89989722', 'mimic4wdb/0.1.0/waves/p168/p16818396/89225487', 'mimic4wdb/0.1.0/waves/p170/p17032851/84391267', 'mimic4wdb/0.1.0/waves/p172/p17229504/80889556', 'mimic4wdb/0.1.0/waves/p173/p17301721/85250558', 'mimic4wdb/0.1.0/waves/p173/p17325001/84567505', 'mimic4wdb/0.1.0/waves/p174/p17490822/85814172', 'mimic4wdb/0.1.0/waves/p177/p17738824/88884866', 'mimic4wdb/0.1.0/waves/p177/p17744715/80497954', 'mimic4wdb/0.1.0/waves/p179/p17957832/80666640', 'mimic4wdb/0.1.0/waves/p180/p18080257/84939605', 'mimic4wdb/0.1.0/waves/p181/p18109577/82141753', 'mimic4wdb/0.1.0/waves/p183/p18324626/86874920', 'mimic4wdb/0.1.0/waves/p187/p18742074/84505262', 'mimic4wdb/0.1.0/waves/p188/p18824975/86288257', 'mimic4wdb/0.1.0/waves/p191/p19126489/89699401', 'mimic4wdb/0.1.0/waves/p193/p19313794/88537698', 'mimic4wdb/0.1.0/waves/p196/p19619764/83958172']\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "aj261Ifa4eAg"
   },
   "source": [
    "# Key Functions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "wTtozKeh4uFd"
   },
   "source": [
    "All functions are derived from the original PPG work done by Elisa Mejía Mejía."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "r23MUf6z4hRq"
   },
   "outputs": [],
   "source": [
    "start_seconds = 100 # time since the start of the segment at which to begin extracting data\n",
    "no_seconds_to_load = 60\n",
    "  \n",
    "rel_segment_no = 3\n",
    "rel_segment_name = segment_names[rel_segment_no]\n",
    "rel_segment_dir = segment_dirs[rel_segment_no]\n",
    "\n",
    "sig, meta = wfdb.rdsamp(record_name=rel_segment_name, \n",
    "                          pn_dir=rel_segment_dir, \n",
    "                          sampfrom=0, sampto=100)\n",
    "fs = round(meta['fs'])\n",
    "\n",
    "sampfrom = fs*start_seconds\n",
    "sampto = fs*(start_seconds+no_seconds_to_load)\n",
    "\n",
    "ppg, fields = wfdb.rdsamp(record_name=rel_segment_name, \n",
    "                          pn_dir=rel_segment_dir, \n",
    "                          sampfrom=sampfrom, sampto=sampto, \n",
    "                          channel_names = ['Pleth']) \n",
    "\n",
    "ppg = ppg.squeeze()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "bSNntepJ4MZU"
   },
   "source": [
    "## Find peaks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "PhBgJ7Of2XUd"
   },
   "outputs": [],
   "source": [
    "def get_peaks(raw, fs):\n",
    "  ppg_clean = nk2.ppg_clean(raw, sampling_rate=fs)\n",
    "  peaks = nk2.ppg_findpeaks(ppg_clean, method=\"bishop\", show=False)  \n",
    "  return peaks['PPG_Peaks'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "id": "sopAfwzH4K0r"
   },
   "outputs": [],
   "source": [
    "peaks = get_peaks(ppg, fs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 260
    },
    "id": "G8axC7u65O6E",
    "outputId": "1922ac2b-3de6-46f0-9326-1b5ba12ac9cc"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7faf84d7a820>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,5))\n",
    "plt.plot(ppg)\n",
    "heights = ppg[peaks]\n",
    "plt.scatter(peaks, heights, marker='o', color='green')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "wqCdoirS6FH3"
   },
   "source": [
    "## Find Onsets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "id": "cfoeT9sJ3Fte"
   },
   "outputs": [],
   "source": [
    "def get_onsets(ppg, pks, fs):\n",
    "    ons = np.empty(0)\n",
    "    for i in range(len(pks) - 1):\n",
    "        start = pks[i]\n",
    "        stop = pks[i + 1]\n",
    "        ibi = ppg[start:stop]\n",
    "        aux_ons = np.argmin(ibi)\n",
    "        # aux_ons, = np.where(ibi == np.min(ibi))\n",
    "        ind_ons = aux_ons.astype(int)\n",
    "        ons = np.append(ons, ind_ons + start)   \n",
    "\n",
    "    ons = ons.astype(int)\n",
    "    return ons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "id": "WCyxE_Sa6HNK"
   },
   "outputs": [],
   "source": [
    "peaks = get_peaks(ppg, fs)\n",
    "onsets = get_onsets(ppg, peaks, fs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 260
    },
    "id": "PbxWPuKf6OyC",
    "outputId": "bbcf2ae1-a7e0-4cd9-a33d-2be60b516005"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7faf86106670>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,5))\n",
    "plt.plot(ppg)\n",
    "heights_peaks = ppg[peaks]\n",
    "heights_onsets = ppg[onsets]\n",
    "plt.scatter(peaks, heights_peaks, marker='o', color='green')\n",
    "plt.scatter(onsets, heights_onsets, marker='o', color='red')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "GxPNFzVz8G8l"
   },
   "source": [
    "## Find Diastolic peak and Dicrotic notch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "AJ6nWn0B9mmt"
   },
   "source": [
    "### Differentiation Demo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "TSPuZXxBTQuD"
   },
   "outputs": [],
   "source": [
    "import scipy.signal as sp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 851
    },
    "id": "rUVExyk08_7R",
    "outputId": "60c79031-0ee8-4099-cea0-f16293381df9"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '2nd derivative of PPG')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ppg_seg = ppg[0:200]\n",
    "seg_peaks = get_peaks(ppg_seg, fs)\n",
    "seg_onset = get_onsets(ppg_seg, seg_peaks, fs)\n",
    "d1x = sp.savgol_filter(ppg_seg, 9, 5, deriv = 1) \n",
    "d2x = sp.savgol_filter(ppg_seg, 9, 5, deriv = 2) \n",
    "d3x = sp.savgol_filter(ppg_seg, 9, 5, deriv = 3) \n",
    "fig, axs = plt.subplots(3, figsize=(20,20))\n",
    "axs[0].plot(ppg_seg)\n",
    "axs[0].scatter(seg_onset, ppg_seg[seg_onset], color='red')\n",
    "axs[0].set_ylabel('PPG')\n",
    "axs[1].plot(d1x)\n",
    "axs[1].set_ylabel('1st derivative of PPG')\n",
    "axs[2].plot(d2x)\n",
    "axs[2].scatter(seg_onset, d2x[seg_onset], color='red')\n",
    "axs[2].set_ylabel('2nd derivative of PPG')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "d7GITTev9181"
   },
   "source": [
    "### Actual Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "id": "MknYeqUO3yjo"
   },
   "outputs": [],
   "source": [
    "import scipy.signal as sp\n",
    "\n",
    "def get_dia_dic(ppg, pks, ons, fs):\n",
    "    d1x = sp.savgol_filter(ppg, 9, 5, deriv = 1) \n",
    "    d2x = sp.savgol_filter(ppg, 9, 5, deriv = 2) \n",
    "    d3x = sp.savgol_filter(ppg, 9, 5, deriv = 3) \n",
    "\n",
    "    dia = np.empty(0)\n",
    "    dic = np.empty(0)\n",
    "    for i in range(len(ons) - 1):\n",
    "        start = ons[i]\n",
    "        stop = ons[i + 1]\n",
    "        ind_pks = np.intersect1d(np.where(pks < stop), np.where(pks > start))\n",
    "        if len(ind_pks) != 0:\n",
    "            ind_pks = ind_pks[0]\n",
    "            ind_pks = pks[ind_pks]\n",
    "            ibi_portion = ppg[ind_pks:stop]\n",
    "            ibi_2d_portion = d2x[ind_pks:stop]\n",
    "           \n",
    "            aux_dic, _ = sp.find_peaks(ibi_2d_portion)\n",
    "            aux_dic = aux_dic.astype(int)\n",
    "            aux_dia, _ = sp.find_peaks(-ibi_2d_portion)\n",
    "            aux_dia = aux_dia.astype(int)   \n",
    "            if len(aux_dic) != 0:\n",
    "                ind_max, = np.where(ibi_2d_portion[aux_dic] == np.max(ibi_2d_portion[aux_dic]))\n",
    "                aux_dic_max = aux_dic[ind_max]\n",
    "                if len(aux_dia) != 0:\n",
    "                    nearest = aux_dia - aux_dic_max\n",
    "                    aux_dic = aux_dic_max\n",
    "                    dic = np.append(dic, (aux_dic + ind_pks).astype(int))\n",
    "                    \n",
    "                    ind_dia, = np.where(nearest > 0)\n",
    "                    aux_dia = aux_dia[ind_dia]\n",
    "                    nearest = nearest[ind_dia]\n",
    "                    if len(nearest) != 0:\n",
    "                        ind_nearest, = np.where(nearest == np.min(nearest))\n",
    "                        aux_dia = aux_dia[ind_nearest]\n",
    "                        dia = np.append(dia, (aux_dia + ind_pks).astype(int))\n",
    "                else:\n",
    "                    dic = np.append(dic, (aux_dic_max + ind_pks).astype(int))\n",
    "        \n",
    "        break\n",
    "    dia = dia.astype(int)\n",
    "    dic = dic.astype(int)\n",
    "\n",
    "    return dia, dic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 338
    },
    "id": "ZQOIfXbYCEhC",
    "outputId": "9640530a-5ae8-4201-e6ec-6ec09f5b9020"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7faf871d0e20>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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om78iQtvB9j6yEmOIjjh6b0pprm/V1iGZexKqjnT2Tzo4A+81YE9TD209kpjY6iZaV3Oo2dneSgF7miQ4sxIJzsJcQ7uDvNRjzzfz8w9/SRmX8HCoo5eclGNfuJNiIilIi5O5JyFsMtUBhvJfA6TOpvVNtHTTUIXp8dhtSnrOLEaCszBX39pLftqx55v5zZmSSFyUXYa3wsTB9l6mpozt/JdKtvCQ5R7w0NzdP+HqAEMtzEshwqZkUUAImGjppqGiImwUpsdR3dgVqGaJAJDgLIx19rno6HWNq+cswm6jLD9FLsxhQGvNoY4+csaY96o0J4m6FskWHoqau51oDVkB6DmLjbJTmpssiwJCQGNnP3FRduKjJ5eytCgrUUr3WYwEZ2HsQJt3pWb+OIIz8C6n33Gok55+txHNEkHS2uOk3+1havJYe868CWh3SO9ZyGn29aBkjHHhz7GUF6SyuaEdp9sTkOcTxphMAtqhirITqGtxyIpNC5HgLIzVt3pznI0ljcZQi6el4tGwqb7dgFaJYDnkW9Qxljln8NFs4SK0tPom76cnjL/49UgqClPpd3tkDqLFNXX1TWq+md+srAQGPJraZkcAWiUCQYKzMNbg7zkbQwLaoRYVpKKUJKMNdQd91SFyxjjnLDMxmoyEKFmxGYL8wVlqXICCM0lIHRIaJ1EdYCh/eb8aGdq0DAnOwlh9m4O4KDupcZHjOi45NpLZWYlyYQ5x/uBsrMOaSilKcpKl5ywEtfh7zuIDE5xlJcWQnxYrRdAtzlsdYPLzDGdmJqAUsijAQiQ4C2MNbePLcTZUeWEqG/a34fFIMtpQdaijjyi7bVxf2KU5SVQf6ZK5JyGmtacfu02RHDu+G7GjKctPZcsBGda0qj7XAF197oD0nMVE2ilIi5NFARYiwVkYq291jHsxgF95QSpdfW75sIawgx19TEmOwWYbe3BemiPZwkNRa4+T1LjIcZ3rYynNSeJAe68ko7UofwLaQARnAEVZCdTI594yJDgLU1prDvh6ziaiotBfAFmS0YaqQ+1jS0A7lH/FpkwEDy2tPU7SAjSk6edfICJzEK3Jn+NsrKX5jmVWViJ7m7txD8gKXSuQ4CxMdfa66ep3j3sxgF9BWhwZCVEy7yyEeXOcjS84n5YWR3yUXeadhRhjgjMJ1K2s3eHt0UwZ55zi0RRlJeAa0NS1yopNK5DgLEzVt00sjYafUt4CyBKchaYBj+ZwZx9Tx9lzZrMpSnKS2NwgX8ihpMWA4CwtPoqpyTESqFtUu8ObLDpQK3SLsr0rNmVKgzVIcBamGgaDs4n1nIG3xl5di2NwboMIHY1dfQx49JhXag51yqwMPmhoH0zPIKzPiJ4zkJJeVtbmC84C1XM2M9OfTkNWbFqBBGdhyp/jbKI9ZwDl09IAyXUUig62exPQ5o4xx9lQK4uz0Bre2N0U6GYJA7gHPLQ7XKTFB2bu0VAlOcnsbeqm1ymrd62mw+FEKUiMCUxwFh8dQW5KrCwCswgJzsJUY1c/0RG2SS2tn5ebRJTdxob9EpyFmkMdvhxn4xzWBJifm0x6fBSv7WoMdLOEAdp7vT0ogcpxNlRpThIeDTsPS++Z1bT3ukiOjcQewBW6RdkJMqxpERKchanmrn4yEqInlOPMLzrCzvy8ZNbXyorNUHPI13M2kWFNm02xvDiT13c3MSB57izPP/xsxLBmyVQp6WVVbQ4XKQHMawfeRQF7mrrlc28BEpyFqabufjICUGdvWVEmm+rbB+ewidBwsKOX+Cg7STEREzp+ZXEW7Q6X1FcNAS3dga0OMFReaizJsZESnFlQu8NJcoAWA/gVZSXS7/bI9d4CJDgLUy3dTjICkP/msvJcAB6rOjDp5xLBc7C9l6kpE6sOAd6g3G5TrJOhTcsb7DkLUNHzoZRSlExNYruk07Ccjl7XuEvzHcssWbFpGRKchanm7n7SA3CxzkuN45SZGTxSVS+lnELIoY6+MRc8H0lyXCTlBam8ulOCM6tr7fGupk4LcC+KX2lOEjsPd0lyUotpczgDPqzpL4AuiwLMJ8FZGPJ4NK09gek5A7i8Io+Gtl7e3dcSkOcTxjvY3kdO8uQKIq+Yk8m2g50c6ewLUKuEEfxFz1MNGNYEKM1Not/tYU9TjyHPLyam3eEiJcABeVJMJFOSYqiR4Mx0EpyFoY5eF26PDlhwdnbpFBJjIniksiEgzyeM5XR7aO7uZ8okg7PlszMBeGePBOVW1tbjJCkmgki7MZfzkqneSgE7pIyTZbgHPHT1uQOW42yoouwEyXVmAYYGZ0qpVUqpXUqpGqXU90fZZ4VSapNSaptS6vXxHCtG1uIb5gjEsCZATKSdi8pyeG7LITr7XAF5TmEc//nPSpxccDY7O5GoCJuU77G4lh4n6QG6ERvJ9Ix47DYlvSkW0uFLnxLoYU3wDm1WN3ajtUxjMZNhwZlSyg7cA5wDlABXKaVKhu2TAtwLXKi1LgUuH+uxYnRNXd5hjkAVxAW4vDyffreHpzcfDNhzCmMMrt6bZHAeabcxZ0qirNSzOKOqA/hFRdiYlh5HtfSmWIY/t12ghzXBG5w5nAMc7JDpDGYysudsKVCjtd6rtXYCDwIXDdvnU8DjWuv9AFrrxnEcK0bR3O3vOQtccLYgL5ni7EQZ2gwBTb7zH4hh7dKcJLYf6pS7aAszOjgDb/4r6TmzjvYAl24aqigrEYDqIxKMm8nI4CwXqB/yuMG3bajZQKpSap1Sqkop9ZlxHCtG0TL45Ry4C7ZSissr8thU385u+dBamr/nLBDnvyQnmXaHS+6iLaylx2nYSk2/WVkJ1LU4cLplxaYVtDu8n3Ejes6Ksvw1NiUYN5ORwdlICZaG335HAOXAecDZwI1KqdljPNb7IkqtUUpVKqUqm5qkFiBAc7cTmwr8B/eSRblE2BSPVNYfe2dhmuYA95wBbDsg886sSGtNW4/TkBxnQ83KSsDt0dS1yIpNKxjsOTNgzllqfBQZCVGS68xkRgZnDUD+kMd5wPAJSw3A81rrHq11M/AGsHCMxwKgtb5fa12hta7IzMwMWONDWUtPP2nx0QGtuQbeYdIz5mbxxMYDuCTnkWW1dPcTG2knPnpi1QGGmjMlEaWkfI9Vdfa5cXu0IdUBhvIPdUlvijX455ylGtRj6l0UICMkZjIyOFsPFCmlpiulooArgaeG7fMv4DSlVIRSKg44AdgxxmPFKJq6nAEd0hzqiop8mrudvCbJSS2rudsZsJW6cVERzMiIl+DMooysqznUjMx4QJKTWkWHw4lSkDjB8mzHUpSVKCs2TWZYcKa1dgPXAS/gDbge1lpvU0pdq5S61rfPDuB54APgfeAPWuutox1rVFvDTUtPf8BynA23fHYmmYnRPCwLAyyruTuw5780J1nK91jUYHUAg4OzuKgI8lJjpefMItocLpJjI7EFeHTEryg7ga4+N41d/YY8vzg2Y8JuH631c8Bzw7bdN+zxbcBtYzlWjE1zdz/TCuIMee4Iu42LFubw57dr6XMNEBNpN+R1xMQ1dzvJTZlcjrOhSnOSeGrzQdp6nIZloRcT82HRc+PynPn5818J87X3ugwb0oQhZZyOdJOdFLhriRg7qRAQhlq6jU1KuaggFbdHy4RRizKi5wxgu2SItxwji54PV5SVwN6mbgakxq7p2h1Okg1YDOA3mE5D5p2ZRoKzMONwunE4Bwwb1oQhK/hkqMtyAl1XFaBEzrdl+etqGp1KA7y9Kf1uDw1tDsNfSxydt66mccFZRkIUKXGR0lNqIgnOwkxzV2Cywx9NQVocCdER0pNiQe29LgY8OqDnPy0+iqnJMbIowILaepzERtqJjTJ+esEsWbFpGe29TkOHNZVS3sTDMjpiGgnOwkyzb4JwIEs3DWezKeZOlbI+VtQSwBxnQ5XmJLFVcp1ZTjCqA/jNkuSkltHuWxBgpFlZiTKsaSIJzsJMc1dgi56PpjQnmR2HOmX+icU0dRtz/svyU9jT1EOHQwrfW0mbw0lqvLFf0n7JsZFkJUbLUJfJ3AMeuvrchg5rgneOYZvDNXjDJ4JLgrMw45+DYuScM/DOQ3I4B6iVjOGW0twd+KL3AIunpQKwYX9bQJ9XTE5Hr/E9KEPJik3zdRicgNavKNu3YlPOtykkOAszwes5808Sl6FNKzFqWLMsPwW7TVFVJ8GZlXT0ukiJDV56k9nZiVQf6ZIecxP5qwMY33PmX7EpwZkZJDgLMy09ThJjIoiOMHaCcFFWIpF2JSv4LKa5ux+7TQW8NyUuKoKSqUlU1rUG9HnF5HT0ukgKYs+Z9Jibz1/03Oge0+ykaBKjI6g5IvPOzCDBWZhp6u43dDGAX1SEjdnZiWyXnjNLael2kh4fZUjm8PJpqWyu75C6qhahtQ76sKa/x1w+9+bxFz03elhTKcWsbBnGNosEZ2Gmuavf8CFNv9KcJLYf7JT6axbS3N1vWALi8mmp9LoG2CEpVCyh1zWAa0AbPrw11Ic95vI3YBZ/cBaM8z4rU4Izs0hwFmZaApyA9GhKpibR0uPkSKes5rGK5m7jit5XFHoXBci8M2vwf0kHs+fM32Mu0xnM0+Yb1gzGXMOi7ASauvoHh1JF8EhwFma8PSdB6jnL9Zb1kQu1dTQbOKw9NTmWnOQYKiU4swT/qr1gBmcgPeZm6+h1YVOQGGNoaWzgw0UBktsu+CQ4CyOuAQ/tDldQiiADzJ2ahFKyYtMqtNaGB+flhWlskODMEvzBWUrQg7Nk6TE3kT8BrRHzSocbLIAuwVnQSXAWRvzDHMHqOUuIjiAvNVY+uBbhcA7Q5/IYOqxdXpDCoY4+DrT3GvYaYmz8n/dgrtYEqbVqtjaHk5Qg1FIFyE2JJTbSTrWUcQo6Cc7CiH8ugtGreIYqyvLmPRLmax6sDmBccFZRmAZAZa2k1DBbp0nDmtJjbq6OXmOLng9lsylf4mG5xgebBGdhpK3HjOAsgb3NPbglvYLp/NUBjFoQADBnSiJRETaps2kBHUFKRjpcQnQEhenxkk7DJO0OV1CHsmdkxrOvWfLaBZsEZ2FksOcsSLX2AGZmJeB0e6hvk2EuszUbVB1gqAi7jTlTpOi9FbT3OrHbFAnRxk8MH64kJ4lthyRAN0MwhzUBCtPjOdjeS797IGivKSQ4CyttQUpOOFSRb8KorOYxX0t3cOqqluYksf2QrNYzW0evi6SYCJQyfmL4cKU5SdS39g723ong6XAEb1gToDAjDo+G+la5AQ8mCc7CSKsJw5ofruaROQlm8/ecpcUbe/5LpibR7nBxsKPP0NcRR9fR6w5qD8pQpTneNDoytBlcrgEPXf3uoNZTnZYeD0CdlOwKKgnOwki7w0lMpI3YKGPrag6VGBPJ1OQYamQ1j+lauvtJiokgKsLYj3WJ74t5m8w7M1W7wxn0lZp+JVO9KzalWkRwmTHPcLovOJN5Z8ElwVkYaXO4SDPhTtq7mkeCM7O1OVyG95oBzJ2aKKv1LKAzyHU1h8pIiCIxJkIKoAdZMEs3+aXERZIUE0FdiyNorykkOAsrbT3BnSjqV5SVSE1jNx6PzEEyU3uvi+QgnP+4qAhmZMRLcGayYBc9H0opxfQMWcUXbB29vtJNQbzO+8+1BOLBJcFZGGlzOIPSczJcUXYCva4BSUxqsg6Hk9Qg3VGX5iTLkJbJOnqDm1JhuGnp8dKbEmRtPeZUhZiWLsFZsElwFkbagryKx09WbFpDWxDzH5XkJHGgvXcwt54ILo9Hm9pzBjA9PY6GNgdOt+Q4DJb23uCvyAcoTI/jQFuvnOsgkuAsjJjVcyYrNq2hPYj5j0p9JXy2S++ZKbqdbjw6+NUBhirMiPemWGiT3rNgafflskwO8k24nOvgMzQ4U0qtUkrtUkrVKKW+P8LvVyilOpRSm3w/Px7yu1ql1Bbf9koj2xkOBnx30mbMOUuJiyIzMVrqr5lowKPp7HMHrefUn0pB6iuao8M3MTzYX9JDFWZ4V/HVyryzoGl3uLApSAxy4mFJpxF8hp1hpZQduAf4BNAArFdKPaW13j5s1ze11ueP8jQrtdbNRrUxnHT0utAa0ky6WM/KTKCmSYIzswwusQ9ST0pafBRTk2Mkz5VJOkyqqzlUoe8Lu1bmnQVNe6+3d9xmC27i4cL0OAD2Ncu5DhYje86WAjVa671aayfwIHCRga93XBtMQGvCsCZ4FwXUHOmWrPEm8Q93BLPntDQnSVZsmsQKwVmqL8WC9JwFT7DravqlxXtTp0jPWfAYGZzlAvVDHjf4tg13klJqs1Lq30qp0iHbNfCiUqpKKbXGwHaGBf+Xc7AnivoVZSfS1e+WrPEmaTMh/9HcqUnsaeqmzyU194LNrKLnQ0mKheBrd7hMGcpWSlGYLqlTgsnI4Gykftfh3SobgGla64XAXcCTQ353itZ6MXAO8DWl1LIRX0SpNUqpSqVUZVNTUwCaHZrMKN00lD9juGSNN4cZ+Y+KshPxaOTL2QT+ZKRm9pyBdy6SfGEHT3uv07RrfGGGpE4JJiODswYgf8jjPODg0B201p1a627fv58DIpVSGb7HB33/bQSewDtM+jFa6/u11hVa64rMzMzAv4sQ4b9Yp8abc7GWrPHmGswcHsQva38KFVkIEnxWGNYE7xf2wfZe+t3SexoMZg1rgnfemaROCR4jg7P1QJFSarpSKgq4Enhq6A5KqSlKKeX791Jfe1qUUvFKqUTf9njgLGCrgW0Nea0mD2tK1nhz+Yc1g3n+p2fEY1NI6S4TdPS6iLLbiI0MXh3dkUzPiPOmWGiVBNTBYNawJnh7ST0aGiSdRlAYtlpTa+1WSl0HvADYgQe01tuUUtf6fn8fsBr4ilLKDfQCV2qttVIqG3jCF7dFAP/QWj9vVFvDQZvDSVSEjbggFj0frjQnmcraVtNe/3jW4XB6l9jHBG+JfUyknWnp8dRIfrug6+j1Fj33XSNN40+xUNvcM5jvUBjDNeChu99t2g349Azvis3alh5mZMq5NpqhV3LfUOVzw7bdN+TfdwN3j3DcXmChkW0LN2093tI9Zl6sS3OSeGrzQW9bTFo1erxq92WLD/YS+1lZCTKsaQJvdYDg5roayfTBdBoy78xoZi8CmZHhDcj2NPZw+hxTmnBckQoBYaLN4TLtjsqvRLLGm8ZbusuMovcJ7GvuwTUg81CCyayE08OlxkeRHBspiwKCYLA6gElzzlLjo8hIiJJKMEEiwVmY8PacmXuxlqzx5ml3OE25aBdlJ+D2aMl/FGTtDnPrag4lq/iCo92EeaXDzcpKkDmmQSLBWZgwq67mUP6s8bIoIPjaHS5STSl6nwjIis1gM7vo+VCF6XHScxYE7SbkMhyuKCtRko0HiQRnYaLd4TL1Q+snWePN4S/rEmwzMxNQsmIz6KwUnM3MTOBgRy89/W6zmxLW2vxVQGLNuwkvyk6gq9/Nkc5+09pwvJDgLAx4PNoSPWcAJTnJ7G3qptcpeY+CyaxhrtgoO3mpsRKcBdGAR9PV57ZMcFYyNQmtYYfMNTXUYG47E2/C/StyZd6Z8SQ4CwNdfW48OrjZ4UdTmpOER8POw3KhDhb3gIeuPvOW2BdlJVJ9RC7WwdJpkQS0fqW5vuog0mNuqHaHC7tNkRTEdDnD+acx1MjNmOEkOAsD/gS0aSZVBxhqsIyTXKiDxuwl9kVZCext7sEtKzaDwirVAfymJMWQFh8lC4EM1uZb9GNmuqSMhChS4iKlpzwIJDgLA4NzESzQc5aXGktybKSk0wgiM4qeDzUrKwGn20N9m2SJDwarBWdKKZlrGgTtveaVbvJTSlGUlUCNLAAynARnYaDNV/Q8zQLBmVKKGZnx7GuS1VvBYkbR86GKsv0rNmVoMxha/Z/3BPM/734lOUnsPtIldRcN1GGRRV+zshLY3dglKzYNJsFZGDCjruLRTE+Pl4zhQWRG0fOhZmZ6s8TXNMnddDC0+IKzdAssAPKbl5OMa0CzWwJ0w7Q5zFmRPdysrETaHa7Bv0NhDAnOwoC/5yzVAnPOwJuU8lBHn6zYDBKzg/PEmEimJsfIUEeQtPZ40xhYYXW2X6m/OogMbRqm3WH+sCZ455iC5DY0mgRnYaDN4STCpkiINr/WHniDM4D9rZI1PBgGy7qYvMReJgkHR0uPkyi7zTKfd4DC9Hjio+yyKMBAVinZVZTtDc5qJJ2GoSQ4CwOtvkLjZq7iGaowPQ5AsoYHSUevC5uCRBO/rIuyEqlp7MbjkXkoRmvt9uY0tMrnHcBmU8ydKosCjOIa8NDd77bEnLMpSTEkREfIzZjBjhqcKaUuUkp9bcjj95RSe30/q41vnhiL5m4nGQnRZjdjkL/nTOadBYd/LorNZt6XdVF2Ar2uAQ60y4pNo7X2WCPh9HClOUnsONQpAboBrFC6yU8p5e0pl2FNQx2r5+y7wFNDHkcDS4AVwFcMapMYp+bufjIstHIrKSaS9PgoaqXnLCisMBfFPw9FklMar6XHSbqFPu9+pTnJ9DgH5KbMAGavyB5udnYCu47Iik0jHSs4i9Ja1w95/JbWukVrvR+IN7BdYhy8wZl1es4Apkkx5KBpd7hMnW8GUtYlmCzbcyaVAgxj9ors4UqmJtHa45QamwY6VnCWOvSB1vq6IQ8zA98cMREt3U5L9ZyBd2izrkUWBARDe6/T9DQqKXFRZCZGy1BHEFg1OCvKSiTSrtgqiwICzuxE08OV5iYDsPWAnGujHCs4e08p9aXhG5VSXwbeN6ZJYjx6+t30ugZIt1jP2fT0eA53SjqNYLDCsCZ4hzZlkrCx+t0DdPe7LZXjzC8qwsbs7ERJp2EAfxUYs2/C/OZOTUIp6SU10rGWd30beFIp9Slgg29bOd65Zxcb2C4xRi3d3g+t1YY1hy4KmOurtymMYYVhTfAGZ49tOIDW2lIrCcPJYHWAeGt93v1Kc5J4eUej/A0E2Ie5LK0RnCVERzA9PV56SQ101J4zrXWj1vpk4Gag1vfzU631SVrrI8Y3TxxLU7d3zN9qE4QL033Bmcw7M5R/ib0V7qhnZSfS3e/mcGef2U0JW/6bMSsOa4J3UUBrj1P+BgKs1eHNbRcfZTe7KYNKc5Oll9RAx0qlEaOU+hZwKeAEfqe1fjUYDRNj0+ILzjIt13Pmy3UmK7cMZaUl9pI53Hj+njOr3Yz5+SsFbDsgX9qB1N7jIjU+0lK9kaU5SRxo7x3s1ROBdaw5Z38BKoAtwDnArw1vkRiX5m5rXqwTYyLJSIiirlkWBRhpsDqAReacATLvzEAfDmta6/PuJ3ORjNHqMH/Rz3DzcryLAuRcG+NYc85KtNbzAZRSf0QWAVhOs39Y04JzUArT46XnzGD+VVxW+LJOT4gmLT5KyroYyIpFz4eKj45geka8lHEKsHYLBmeDvaQHOzi1KMPk1oSfY/Wcufz/0Fq7DW6LmICW7n6SYiKIirBeJa5p6fEy58xg/p4Uq1y4JXO4sVp7+rHbFEkx5veUjqY0J1l6UwLMW6LPWuc8NT6K3JRYtsq5NsSxvtEXKqU6lVJdSqkuYMGQx3JGLKC520lGovV6zQCmZ8TR2NVPT7/E9UbxD2taoecMPkynIZnDjdHa4+1BMbNU17HIXKTAa3e4LHMDNlRJTpL0khrkWKs17VrrJK11ou8nYshjyY9gAVasDuDnzxq/87DE8UZptVj+ozlTEunoddHQJjU2jdDa47TskKaff7hr+yH53AeCx6Npc1gz8fC8nGT2NffIDbgBxrRaUyl1t1JqjVLqWHPUhh+/Sim1SylVo5T6/gi/X6GU6lBKbfL9/Hisxwovq9XVHOrEGenYFLy+q8nspoStdoeLmEgbsRZZYn/yLO/ck3W75ZwbwarVAYYqHZwoLj0qgdDZ58KjrVNXc6jSnCS0hh0SiAfceFZrngv8ZqxPrJSyA/fgXeVZAlyllCoZYdc3tdZlvp+fjvPY415zt9OyPWcpcVGU5afwunxRG8Y/zGUVMzLiyU+L5fVdjWY3JSy19DhJs+jNmF9afBRTk2OCNu9s7Za1FN5RiO0nNgrvKGTtlrVBed1g+XDRj7XmnAHM85Vx+qBBAvFAO1ZwVqK1/rTW+vfAauC0cTz3UqBGa71Xa+0EHgQuCsKxxw2n20NHr8uSKzX9VhRn8cGBjsF8bCKwrLaKSynFitlZvL2nhX63lO4KtNYeJ2kWOt+jCdaigLVb1rLm6TXUddSh0dR11LHm6TVhFaD5F/1YsedsSnIMU5Nj2LC/zeymhJ1jDVN+ZLXmOBPg5QL1Qx43ACeMsN9JSqnNwEHgO1rrbeM49rjm/9BmJFrvQ+u3ojiT3760mzeqm7hkUZ7ZzQk7VlzFtaI4k7+9W0dlbRunzJIl9oHiHvDQ7nBZflgTvMNdr+w8QmefK+ArS5/Y2MCP/7UN94Cm1x1Luv4r6YBHddAUeRsOdnLDKzdw9fyrA/q6Zhlc9GPB4AygfFoqG+qMDc7+8OZebn9pN55R1hkpBVdU5HPj+SXYLbxYZjyOFZwtHLIqUwGxvscK0MdYFDDS/6Hh/2s3ANO01t1KqXOBJ4GiMR7rfRGl1gBrAAoKCo7SnPBj5RxnfvNykkmPj2LdLgnOjNDucJGTEmt2Mz7ipJnpRNltrNvVKMFZAPmHt6yWcHokK4oz+d9Xqnnug0NcuTRw1+UOh4ufPL2d/NQ4Ti3K4Ndv/xrt+2qIGziJbOfPaIr6Gfs7NgfsNc1m9cTD5dNSeeaDQxxs7zXkWlTf6uBXz+9iYX4yiwpSR9znUEcff367lubufn57RZklU0uN11GDM631ZGYZNwD5Qx7n4e0dG/r8nUP+/ZxS6l6lVMZYjh1y3P3A/QAVFRXH1fp9f3CWaeGeM5tNsWx2Jut2NTLg0WFzV2MVVswcHhcVwdLpaazb1cQN55ndmvBh9S/pocryU5iZGc+jVQ0BDc7uerWajl4X//jiiZTkJHH/7leo66gDoDPiCbL7f0qW8yZUyh8D9ppms1KJtpFUTEsDoKquzZDg7NZ/78RuU9x11WKmJMeMut/83CR+/txOuvrc/OGzFUTaQztAM7L164EipdR0pVQUcCXw1NAdlFJTlG+sVCm11NeelrEcKz4sgmzlnjPw3kW3OVxsOSCTRgNpwKPp6HWRasEv6xXFmVQ3dnOgXVJqBEpLj/dmLBSCM6UUl1fkU1nXxt6mwCQlrmvp4S/v1HJ5eR4lvnQdt5xxC3GR3jq+HtXO4egf4LbtJ753DZ19rqM9XchodTiJtCsSoseVLCFo5kxNJDbSTpUBQ5vv72vl2S2HuHb5zKMGZgBrls3kZxfP4/XdTfz93bqAtyXYDAvOfBUFrgNeAHYAD2uttymlrlVKXevbbTWw1Tfn7E7gSu014rFGtTVU+XvOrJqE1u+0okyUgnWygi+gOnpdaA2pFryjXlGcCcg5D6TBoucWvxnzu2RRLjYFj21omPRzaa259d87ibDZ+J+zige3Xz3/au6/4H6mJU9DoShIyeCbZ2fhcNq4+9WaSb+uFbT1OEmJi7JU0fOhIu02FuYnBzw483g0Nz+znanJMaxZNmNMx1x9QgGnFWVw+0u7Bz8vocrQfj+t9XNa69la65la61t82+7TWt/n+/fdWutSrfVCrfWJWuu3j3as+Kjm7n6iI2zEWyTH1WjS4qOYn5vM23tazG5KWLHyMNfMzARyU2L5T02z2U0JG1Y+3yPJToph+exMHqs6wMBoM7nHwD3g4cZ/beXfWw/zlRUzyU76aA/K1fOvpvZbtXhu8lD7rVq+u/xKLi/P40//2ce+MCgf1+aw/grdimlpbD/UicMZuGS0j288wJYDHXxv1Zwx53FUSvHj80vocQ7wmxd3BawtZgjtQdnjXIsvx5lV76iGmp+bzI6DnXgmcZEWH+VfxWXFJfZKKSoKU6mqa5NSTgHin8ZgxZ7S0awuz+dwZ9+Eg/Tufjdf+mslf393P19ePoPrVs4a03HfObuY6Ag7tzy7Y0KvayVtPS7LrcgernxaKgMezab69oA8X0+/m9te2ElZfgoXLswZ17FF2Yn814nT+Of7+9kewnU/JTgLYU3d/ZYf0vQrzUmmq98tZX0CaLAnxYLBGXgv2Ec6++WcB0hrj5OUuEgiQmii85klWSTHRvLkxgMTOv57j33AG9XN/PyS+fzgnLljrimalRjD11bO4uUdR3irOrR7b9ssuOhnuMW+VZSBSqnx+9f3cKSznxvPL5lQHdlvnzmb5NhIfvrMtpC9OQydT7n4mJZuJxkhMsThr7cnJV0Cx+qruMqn+S7YkqAyIEKhdNNw0RF2VhZn8vrupnH3mr+/r5VnPzjE10+fxadOGP+Kz8+fWkhBWhw/fWYb7gHPuI+3ijaH05KLfoZKjoukKCuBygAEZwfae/n9G3u5cGHO4DVkIu35n7OKeXdvK//eenjSbTKDBGchzMpFz4crnpKI3aaCVtLleOAvem7VL+zi7ETio+xU1kpwFggtPf2WL3o+kuXFmbT0ONk6jhuzoZPBv7xs5oReNzrCzg/PncvuI9388/39E3oOs2mtaXO4QmIou6LQm4x2slNX7nhpNwDfO2fOpJ7nqqUFzJmSyC3P7qDPFXrVSiQ4C1Eej6alxxkSCSkBYiLtzMpMkJ6zAGpzOImKsBFn0QUhEXYbiwpSDVlifzxqsXAd3aNZNrhae+w1dicyGXwkZ5dmc9KMdH770m46HKGXWqOzz82AR1t+WBO8Q5udfW5qJpE6pbPPxdMfHOSy8jxyJ5kzzW5T3HRBKQfae7n/jb2Tei4zSHAWojp6XQx4dEhdrEtzkqTnLIDaepykxkVaekHI4mmp7DzcSXd/4FZxHa9C6WZsqPSEaBbkJo85rUpPv5tfPT+xyeDDKaX48QUldPS6uOOV3ZN6LjO0hdAK3YrCD5PRTtQzmw/R5/JwRUX+sXceg5NmpnPu/Cncu66Gxs6+gDxnsEhwFqL8CSlD6WJdkpNEY1c/TV1SBD0QvMMd1j7/FdNS8WjYtL/d7KaENPeAhzaHM2RynA23vDiLTfXtgyuMj+b3r++hsWvik8GHmzs1iSuXFvC3d+qoaQxMQtxgaXP4V+ha+3MOUJgeR3p81KSCs4cr65mdncDCvOSAtev6s+fQ5/LwSNXk8+0FkwRnISpUqgMM5c/qvf2Q9J4FgrfnzNoX7bKCFJSCyrpWs5sS0lodTrS2fsLp0SyfnYlHwxvHWDkZiMngI/mfT8wmNsrOz57dHrDnDIbB4CwEes6UUiyeNvFpDNVHuthU384VFfkBHQ2YnhHP0sI0HqtqCKmVmxKchahQS0gJUDrVezck884Co81h/dV7STGRFGcnyryzSWru8n7eQ2V19nD2N+uJ6R/gzh++xB2Fd7Bl7ZYR9/vlv3cCk58MPlx6QjTfPKOIdbuaeC2Eqla09XjnyYXCggDwrtDe19xDS/f4R0ceqWogwqa4eFFuwNu1uiKPvc09IbVyXIKzENUSgsFZclwkeamxMu8sQNocLsum0RiqfFoqG/e3TypL/PHOP40hFHvOtqzdwnNffoape9o5MD2Z9roOnl7z9McCtKq6Np7afJA1y2ZMejL4SD5zUiEzMuL52TPbcYVIao1Q6jkD7zQGGP+8M9eAh8c3NHD6nCxD5lGfO38qsZF2Hg2hoU0JzkKUv+fM6pmjhyvNSQrprM1W4fFo2kOg5wxgSWEa3f1udshw9oT56+iGYiqNV254BZfDRf6eDnoTIqlckYfT4eKVG14Z3Gfn4U6+/o8NZCVGc+3yiaXOOJaoCBs3nDeXPU09/O2d0CiM3eZwEmFTJFq06Plw83KTibLbqBpnD9W6XU00dzsDthBguIToCM6dP5VnNh+i1xkaaTUkOAtRrT1OEqMjiI6wZhqF0ZTmJLOvuUdW701SZ58Lj7Zm6abhTpmVARhXBN014KHfPTDqTyjNMxmNf45pKPacdez3TmOYvqOVORsa2XrCFF67eAZNh7vodw/w+u4mVv/uHQa05k+fW0K8gYHI6XOyOK0ogzteDo3C2K09LksXPR8uJtLOvNwkqsaZ2/DhynoyEqJZUZxpUMtgdXkeXf1uXtgWGklpQyMcFx/T0uMkLYRWavr5KwVsP9jJ0ulpJrcmdH0459D6PaeZidEsyEvmtV1NXHd6UUCf++nNB/nvhzfhGhg9AFtVOoXffXpxyHzBjaS520mU3RYyPShDJRck01HXgU3DiS/tJ7G9n/Ur86grTmPtj54HvCsqH7imgqnJgR/OHMpfGHvV/77J7S/t5uaL5xn6epPV1uMMic/4UOXTUvnLO3X0uwfG1HnQ1NXPqzsb+eKp0w0tTXbC9DTy02K5+7UaTpyRzpTkGMNeKxBC75MuAGjt6Q+JIa3hFuanALBxf5sEZ5PQNli6KTT+BlYUZ3H3q9XeFaYB+rvt6nPxk6e3UZSVyHkLpo64T21zD49UNfD81sOcM3/kfUKBtxpI6PSgDHXGLWfw9JqncTlcKGDe+iNkt/eT9pVyssumEBdl5/KKfBKCFHgWZSfy6RMK+Nu7dXz6xGkUT0kMyutORJvDGTKfcb/yaWn835v72Hqgc0wrbp/ceIABj+byijxD22WzKX5xyQK+/LdKLrn3P/zxs0sGMwhYkQRnIaql20leqrF3mUbISIimMD2Oyro2vmx2Y0JYm8WLng+3sjiTO1+p5o3qJi4qC8xqrLteraGlx8mfrlnK/FHyIrkHPGw50MEtz+1g5ZwsYiJDaxqAX0t3P+khlHB6qPlXzwe8c8869neQXJDMpTedPrjdDN86czZPbjrIL/69gz9/bqlp7TiWNoeT6RnxZjdjXBZPSwFgfW3rMYMzrTUPV9azqCCFWVnGB8mnFmXwyLUn8/k/r+fy+97m4WtPojQncDnVAknmnIWoUCyC7Fc+LY0NdW1hMRfILKGUnBJgYV4K6fFRvLYzMPPO9jZ186f/7OPy8rxRAzPwlpD68QUlNLT18n8hWMLFr7k7NKsD+M2/ej7fqv0WN3lu4lu13zI1MAPv6sf/OnEab+xusnRZp9YeF2khlMsSICsxhtKcJJ7efPCY+25u6KC6sduwhQAjKclJ4smvnUJslJ2b/rXNst9DEpyFIG8xXGfIfWj9yqel0tLjpK7FYXZTQtaHS+xDYz6KzaZYPjuT13c3TTqlhmvAw01PbSM6ws71Zx87H9bJMzM4Z94U7l23h72TqPtnppbu/pAq1RYKVs7JwqPhzZqx1/wMJo9H+6pChF5Q/skl+Ww72MnWA0fPafnQ+npiIm2cP8q0BKNMSY7h+rOLqfSlb7EiCc5CUGefG9eADskPLUBFoberu1ISk05Ym8NFhE0FbZ5OIKyYk0Wbw8XmhvYJP0dnn4vP/Wk9b1Y3871z5pA5xtWLPzx3LjGRNlbf9w5VIVatQGsd8j1nVlSWn0JybOS4CrIHU2eft35yKI6QXLQwl6gIGw9X1o+6z77mHh6tqueSRbkkxgT/JnN1eT7zcpO49d87cTitlz1AgrMQFIrVAYaalZlAYkyEZI2fBP/E+lCaIL6sKAObYsJDm4c6eln9u7d5d28Lv1q9gP86cdqYj81Pi+Pxr55CcmwkV/3fezy35dCE2mCGrn43zgEPmdJzFlB2m+K0ogxe391kyaGtUEw07pccF8k586bw5MYD9LlGzit2y7PbibLb+PaZs4PcOi+7TXHTBaUc6ujjvnV7TGnD0UhwFoJafdnCQzGVBniHuBYXpIZcD4aVtDmcIbMYwC8lLoqKaWk8t+XQhL4Mb3hiKwfaevnL55dOaI7K9Ix4Hv/KyczPTea/H97E4Y6+cT+HGZq7fAloQ/TzbmUrirNo6uq3ZL3fUL8J/2RFPp19I+cVe313Ey/vaOTrZxSRlWReSoslhWmcM28Kf367FrfFqkZIcBaCPix6HpofWvCW+dh9pJuO3slPxm3s6mN9bevHftod1k8yOVFtPaFRumm4Sxbnsqeph0317eM67j81zby6s5FvnFE0mNR2IlLjo7jjk2V4PPDrF3dN+HmCyd+DInPOAm/5bG/SUysObfqv86EanJ04I538tFj+9k7dR67L7+9r5adPb6MwPY7PnVJodjM5f0EOnX3ucV+TjBY6E1bEoFC/owIGl1hv3N/GiuKsCT/Pu3tb+OJfKkesOJCREM1fP7/U0rlsJqrN4WRWVoLZzRi38xZM5SdPb+PRqgYWFRw7BxLAgEfzs2d3kJsSy2dPLpx0G/LTvF8K97+5l8+dUmjZpfR+gz1nIboAyMoyE6OZl5vE67ua+NrKWWY35yP81/lQ7TG12RRXLingthd2cfl973zs93/4TIUlKtycOss73WLdriYqCq2Te1OCsxDkv5MO5Yv1wvwU7DZFVd3Eg7NXdhzhq2s3kJcay13nLyLS9mFHsMPp5qantvHJ+9/hT9cssdSHLhBCMTklQFJMJKtKp/DU5oPceH7JmPKOPbahgR2HOrnzqkUBy1P21ZWzeLiynlue3cHaL55g6bl7zYM9Z6F3vkPB8tmZ3Pf6Xjp6XSTHWqc3enD6SgjfhH/ptBksLkj92ArtjMQo5kyxxk1zclwkiwtSeX13E985u9js5gySYc0Q1NrjJDbSTmyU+XcdExUfHcHcqYm8v29i884eqaxnzd+qKJ6SyCPXnszK4ixOLcoY/DmrdAqPfuVkMhOi+fQf3+Pl7UcC/A7M402l4gq5si5+l1fk09Xn5sUxnJN9zT3c9sIuyvJTuCCAy+2TYyP51pmzeXtPC2vf2x+w5zVCS3fof0lb2YriLAY82rDarxPV2uMiIQTrJw8VFWHjpJnpH7k2n1qUYZnAzG9FcSZbDnTQ5OultgIJzkJQWwgnoB3q9OIs3q9t5WB775iP0Vrzmxd3cf2jH3DSjHT+8aUTR/1/kZsSy8PXnsTs7ETW/K2SP/9nX6CabqrOPjcDHh0yCWiHO2lGOrkpsTxa1XDU/dbXtnLJvf9hwKP5+SXzA9679akTClg2O5MfPbmVX7+wy5Ir9sBbuik1LtLQuoPHs8UFqczKSuD2l3bT7x55ZaEZQrVEXyjyj968sds6cw/l0x6CWnrCI+fR6vJ8tOaYX9J+Wmuuf/QD7nq1hk9W5POnzy05Zp6vjIRoHlxzImfMzeb/Pb2dXz6/MxBNN5W/dFOoBmc2m+Kyxbm8Wd3EgVEC81d2HOHq/3uPtLgonvjqyYbMG4y02/jjZyu4ckk+d79Ww3ce+cCSAVpLt1MWAxjIblPceH4JtS0O/vSfWrObM6glTG7CQ0HJ1CQyEqJZd7wEZ0qpVUqpXUqpGqXU94+y3xKl1IBSavWQbbVKqS1KqU1KqUoj2xlqQrl001AF6XGcPDOdhyvr8Ywha/zLOxp5tKqBr66Yya2XzSdyjD0JcVER3Pfpcj5Zkc/v1u1h4/7Qzq8WatUBRnLFknwibTZ+++Luj/2uu9/N9x/fwqysBB7/6slMSzeutmCk3cYvLp3PdStn8diGBl6y4PB3c3d/WNyMWdny2ZmcOTeLu16pprHLGilWwuU6HwpsNsWy2Rm8WT35CiaBYlhwppSyA/cA5wAlwFVKqZJR9vsl8MIIT7NSa12mta4wqp2hKJw+tJ9ckk9DWy/v7G056n797gF+9ux2irIS+PYnZo97iMtuU9x4QQlZidH8v6e3jykYtKpQq6s5krzUOD5/6nQe29DwsSXsd79aQ1NXPz+/dH5QFj0opfjWmUXMzk7gZ8/uGDVpplmk5yw4bjivBOeAh189b40UK+F0nQ8FK4qzaJ9kBZNAMrLnbClQo7Xeq7V2Ag8CF42w39eBxwBrzca0sJae/pDOcTbU2aVTSIqJ4KH1o5f5AHjgrVrqWhz8+IKSMfeYDZcQHcH3Vs1hc307T2w8MKHnsIK2Hm9uuFAOzgCuO30WmYnR/L+ntg0Gy7XNPTzw1j4uW5xHWX5K0NoSYbfx4/NL2d/q4AGLzU1skrqaQTE9I55PnziNJzYeML0YutbaO30lTK7zocBfwcQqOe+MDM5ygaHfuA2+bYOUUrnAJcB9IxyvgReVUlVKqTWjvYhSao1SqlIpVdnUZI3/qUZyON30uTwhW/R8uJhIOxcvyuX5bYc/dkHcebiTN6ubeGXHEe5+tZoz52ZzWlHmpF7vkkW5lOWncOvzO0fMjRYKPhzWDO0Ld0J0BN89u5hN9e387vU9vFndxE1PbSPSrvjequAvaT+1KINPlGRz96s1HOm0xtBWv3uArj63pNEIkvMXTGXAo00vht7jHMDp9kjPWRClxEVRlp/C6xZZtWtkcDbSuNPwsaQ7gO9prUcaRzhFa70Y77Do15RSy0Z6Ea31/VrrCq11RWbm5L64Q0E4VAcY7solBTjdHq775wY6+1xorbnntRpW3fEm//XH9/nCXyoZ0JofnTd30q9lsyluuqCEpq5+7nmtJgCtD742hxO7TZEUE/ppCi9bnMeighRue2EX//XH93l9dxPfMLGky4/Om4trwMPvX99ryusPN/h5l56zoCjLTyUlzvxi6K0hXh0gVK0ozuKDAx2D6WvMZOTVvQEYWgAvDzg4bJ8K4EHf/KEM4FyllFtr/aTW+iCA1rpRKfUE3mHSNwxsb0gIh+oAw5XkJPGr1Qv44eNbuPx371Cak8TjGw9wUVnOYHHrvNQ4piQH5gt7UUEqly7O5Y9v7uPKJfmGTjg3QmuPi9S4SEsnTh0rm03xzy+dyNYDHQDERtkpmWpeDqRp6fF8oiSbJzcd4PvnzCEqwtwF7eF4M2Zl3mLomazb1YTHo7HZzPmMtTpCuzpAqFo+O5PfvrSbN6ubuXhR7rEPMJCRV571QJFSarpSKgq4Enhq6A5a6+la60KtdSHwKPBVrfWTSql4pVQigFIqHjgL2GpgW0PGYHAWZh/aKyry+cvnl3KwvZfHNx7gG6fP4o5PllFRmEZFYVrAAjO/76+aQ6Rd8bNndwT0eYOhPUSrA4wmJtI+eJ5Lc5JNDzpXl+fR2uPkNQsMbzR3+4ueS89ZsKwszqS529xi6B9WB5DzHkzzc5NJj4+yREJiw4IzrbUbuA7vKswdwMNa621KqWuVUtce4/Bs4C2l1GbgfeBZrfXzRrU1lHxYuil8vpz9TpmVwdNfP5W/f+EE/vusYkO/pLOSYvja6bN4afsR3qwOrbmKrT1O0sIoOLOaZUWZZCZG80jl2PLvGcmf1iE7Sb6kg2WZrxj6azvN+4IeLHoun/Og8qbUyOSN6mbTV/Qb2mevtX5Oaz1baz1Ta32Lb9t9WuuPLQDQWl+jtX7U9++9WuuFvp9S/7EiPOqtHU1hRjynFmUE5bW+cOp0pqXH8bNndlgy+eho2h2ukM5xZnURdhuXLsrltV2NppdzOdzhff2sRHPm4B2PMhKiWZiXbGpC0nAdIQkFK4ozae1x8oFvqoVZpEJAiGnpcRJltx0zM744tugIO9etnMWuI11U1YVOYtpWhzPk02hY3eryPAY8mn9tMjflyuHOPtLjo0yf+3a8WV6cxcb9bbT75n4FW2uPk6gIG/EhXD85VJ1WlIlS8LrJi0LkEz9GWmsefH8/T20evqYhuFq7vYkJzZ6XEy7OWzCV+Ci7JYawxkJrTbvDGfJpNKyuKDuRhfkpPFLZYGqv6pHOPrJNWrl6PFtZnIlHwxvVzaa8vj/HmVzngy8tPooFeSms223uvDMJzsZIKcUjVQ3c+Uq1qRfrxq5+MhLlizlQ4qIiOHf+VJ754CAOp/XznnX3u3ENaFLjZFjTaJ9ams+uI128aGJJp8MdfQFfDCOObUFeCqlxkawzad6ZVAcw14rZmdS1OEytFiLB2ThcXp5HTWM3G4eVmwmm+jYH+alxpr1+OLq8Ip8e5wDPbz1sdlOOKVyqA4SCyxbn+Uo6bTftIt3YJT1nZrDbFMtnZ/L67iZTJoZL0XNzrVk2g/d/eAYxkeYNK0twNg7nLZhKbKR5Q2Baaw609ZKXGmvK64erJYWpTEuPC4mhzXCoqxkqIuw2brqglPrWXv74VvBLOjndHpq7nbJS0yQrirNo6XGyxYSJ4a1hVKIvFMVHRxAxwTKBgSLB2TgkxkRy7vypPL35IL3O4N9JN3X10+/2kJ8mPWeBpJRi9eI83tnbQn2rw+zmHFVrmJRuChWnzMrg7NJs7nmthsMdwS3p5E+jMUV6zkyxbLZ3YrgZ+e7aelzyGT/OSXA2TpdX5NHd7+bfWw8F/bXr27yBgwxrBt6l5XkoBX97t87sphxV+2DPmcw5C5Ybzi3BPaD51fM7g/q6/vqe2TLnzBRp8VEszEsJeimnfvcA3f1u6Tk7zklwNk4nTE9jWnocD1fWH3vnAGto6wUgP02GNQMtNyWWS8py+fN/ai3de9bqm3Mm81GCpyA9ji+eNp3HNx5gw/7gpVzx5ziTnjPzrCzOYnNDe1BrLX5Yok+Gs49nEpyNk1KKy8vzeHdvK/tbgvsl7g8aclOk58wI168qxm5T/OLf1i3p1O5wYlOQFCM9Z8H0tZWzyEqM5idPbQvaBHF/z5kEZ+ZZUZyJ1vBmEFNqtEjRc4EEZxNymW8I7NGq4Pae1bf2kpEQTawkJjTE1ORYrl0+k+e2HOb9fa1mN2dErT3euppmFWQ+XsVHR/D9c+awuaGDxzcGJzHtkc4+oiJspMgQtmn8tRaDOe/M33MmRc+PbxKcTcDU5FhOK8rk0aoGBoK4zLq+zSFDmgZbs2wGU5NjuPmZ7abXVhtJu8MlX9Ymubgsl0UFKfzy+Z1ByYl3uLOP7KRoSURqIpsvpcYbu5twDXiC8pofDmtKcHY8k+Bsgq6oyONgRx9v7wled3dDWy95shjAULFRdr63ag5bDgSvh2Q8pOi5eWw2xfdWzaGpq59nPzB+QdDhjj4Z0rSAC8pyaHO4+Md7+4Pyev5VuhkJMufseCbB2QR9oiSblLhIHg5SbqwBj+Zgey/5kuPMcBcuzGFhfgq/en4nPf3WqhrQ5vAOawpznDA9jekZ8TxaZfznXko3WcOK2ZmcNCOdO17eTUevy/DXq2/tJSkmguRY6SE/nklwNkHREXYuLsvlhW2H6XAY/4E91NGL26Mlx1kQ2GyKH59fQmNXP79/fY/ZzfmINoeTtHi5aJtFKcXq8jze22fsgiCtNUc6+yU4swClFDecN5f2Xhf3vlZj+Os1tDnkOi8kOJuM1eV5ON0entps/PDXYBoNGdYMivJpqVy4MIffv7GXA+29ZjcH8H5htzlcUh3AZJcsyvUuCNpgXO9ZZ5+bXteADGtaxLzcZC5dlMefgpBqp16qwAgkOJuUebnJlExN4i/v1OE2eLKo/4IgH9rg+d45cwC4b501es8czgGcbo9kDjdZTkosp87K4LGqBsMWjUgCWuu5/uxibDa4z8DedK21t+dMbsKPexKcTdI3ziiiprGbtQZPFq1v60Up7xeDCI7clFhWFGfy8o4jaG3+ys3BVVzSc2a61eV5HGjv5d29LYY8v79UlPScWceU5BhWFmfxyo5Gw64Hzd1O+lxSok9IcDZpZ5dmc8qsdH770m7afF+eRmhodTA1KYaoCDllwbSyOItDHX3sOtJldlNo981tlFQa5ju7dAqJMRGG3ZQdlgS0lrRyThaHO/vYcciY64G/RJ+MkAj5pp8kpRQ/Pr+U7n43v31pt2Gv09DWS57cTQXdiuIsAF7bGdz6eiNp9pWQyUiUJfZmi4m089mTCnl2yyGq6gKfsLjRF5xlJcm5tpIVszMB44qh+6evSM+ZkOAsAIqnJPLpEwpY+14dOw93GvIa9W0OuZsywZTkGEqmJgU1Q/ho/PmPMiX/kSV8ZcVMspOi+cnTgU9YfLizj5S4SGIipRqIlWQlxTAvN4l1Bl0P/Au/5FovJDgLkG9/YjZJsZH85KntAZ+P0O8e4HBnn0wSNcnKOZlU1bUFJcfR0TR1eXvOMqXnzBLioyP4wTlz+aChI+ArNw939MuQpkWtLM6iqq6Ndkfgp7E0tDlIj48iLioi4M8tQosEZwGSEhfF/3xiNu/sbeGFbYcD+tyH2vvQWrq6zbKyOIsBj+atIBY/HkljVz9JMRHSm2IhF5XlsLgghV89v4uuvsAF75KA1rpWzsnCo+ENA64H9a0yfUV4SXAWQFctLWDOlER+9uwO+lwDAXvefS09ABTIh9YUZfkpJMdGmj602dTVT5Z8YVuKUoqbLiilubufuwOUoFRrTX2bQ1ZmW9TCvBRS4yJZtzPw1wNvGg0570KCs4CKsNv48fklNLT18oc39wbseWuOdANQlJUQsOcUYxdht7FsdibrdjWZWgy9qatf5ptZ0ML8FC4vz+OBt/axr7ln0s/X0uOk3eGSz7tF2X3F0NftDuz1YMCjOdDeKyMkApDgLOBOnpXBWSXZ/P71vQHrPatp7CYjIUqSj5rozLlZNHf389KOI6a1obGrX+abWdT1q4qJstu45dntk36uav/NWLYEZ1Z1Zkk2rT3OgE5hOdLZh2tAy2IAARgcnCmlVimldimlapRS3z/KfkuUUgNKqdXjPdaKrjmlkK5+d8A+uNWNXcySu2hTnTd/KjMz4/nlv3fiMrgaxEi01t5hTQnOLCkrMYavn1HEyzsaeX335NKu1DR6c2gVZSUGomnCAKtKp1CUlcAvn9+J0x2Y64GU6BNDGRacKaXswD3AOUAJcJVSqmSU/X4JvDDeY63qxOnp5KXG8mjV5Fdwaa2pbuyWC7XJIuw2fnjuXPY297D23bqgv353v7fWovScWdfnTimkMD2O217YOannqW7sJiE6gmzJcWZZEXYbPzxvLrUtDv4eoOuB5DgTQxnZc7YUqNFa79VaO4EHgYtG2O/rwGNA4wSOtSSbTXHZ4jzeqmnm4CSLZjd29dPV55YhDgs4fU4WJ89M539fqQ56Wg1/Gg1JSmpd0RF2Pn/qdLYe6GTbwY4JP0/1kW5mZSWglApg60SgrZidyamzMrjz1Wo6HJO/HtS3OXwl+mTRjzA2OMsF6oc8bvBtG6SUygUuAe4b77FWd9niPLSGxyeZ/8g//0SGNc2nlOKG8+bS3usytPjxSBr9Oc4S5MJtZRcuzCHKbptUr7m3p1w+71anlOKH586lo9fFvesmv1K3oa2X7MQYoiMkVY4wNjgb6bZv+NKWO4Dvaa2Hz5wfy7HeHZVao5SqVEpVNjWZX2LHryA9jhOmp/FoVcOkktJWy/wTSynNSeaMOVk8telgUIuhS89ZaEiJi+ITJdn8a9PBCc1Fanc4ae7ul57yEFGSk8S586fy4Pr6SS8Aq291kJ8miwGEl5HBWQOQP+RxHnBw2D4VwINKqVpgNXCvUuriMR4LgNb6fq11hda6IjMzM0BND4zLK/KpbXGwvrZtws9R3dhNSlwkGQmyUtMqzpibzYH2Xqobu4P2moPVASSVhuWtLs+jtcfJqxPIg1XT6E+bIzdjoeLKJfl09Lp4afvkVnI3tPWSJ4sBhI+Rwdl6oEgpNV0pFQVcCTw1dAet9XStdaHWuhB4FPiq1vrJsRwbCs6ZN4XUuEjueHn3hHtZao54hzhk/ol1rCj2FT82IAnlaBq7+om0K1LiIoP2mmJiTivKICsxmker6o+98zD+gF+mMYSOk2dmkJsSyyOTGMru6HVxsKOXGRnxAWyZCGWGBWdaazdwHd5VmDuAh7XW25RS1yqlrp3IsUa11Sjx0RH89ydm8/aeFl6cwF2V1prdjV3MkrtoS5maHMucKYlBrRjgT0ArQbr1RdhtXLI4l9d2NQ32eI5V9ZFuYiPt5Ep1gJBhtykuK8/jzeqmCS8A27i/Da2hfFpqgFsnQpWh1VW11s8Bzw3bNnzyv3/7Ncc6NhRdtbSAv75Tx8+f28GK4sxxTfaUTOHWtXJOFv/3xl46+1wkxRjfm9XY1UemlG4KGZeX5/P71/fyhzf38oNz5475OH9OQ5tNgvBQcnl5Hne+Us1jVQ18/YyicR+/oa4Nu02xMD8FAJfLRUNDA319fQFuqTBLTEwMeXl5REaO7fvC0OBMeO+ibzy/hM888D5//k8tX14+c8zHSqZw6zp9Tha/W7eH/1Q3c878qYa/XlNXv8xHCSGzshK4bHEef/pPLVefMI2C9LGdu5rGbk6akW5w60Sg5afFcdKMdB6pauBrK2eNO7iurGtj7tRE4qO9X8kNDQ0kJiZSWFgoveVhQGtNS0sLDQ0NTJ8+fUzHSPmmIFg2O5Mz5mRx16s14xrmkEzh1rUoP4WkmIgJTfqeiOZuKd0Uar67qhi7TfGLf+8Y0/5dfS4OdfQxS27GQtIVS/LY3+rg/drWcR3nHvCwqb6d8oIPhzT7+vpIT0+XwCxMKKVIT08fV0+oBGdB8sPz5tLnGuC3L+0a8zGSKdy6BouhB7j48UjcAx5aepxSuinEZCfF8JUVM/n31sO8u7flmPvLSs3Qtqp0KonRETxcOb6FIDsPd+FwDlBemPaR7RKYhZfxnk8JzoJkZmYCnz25kAfX1485e/iOQ52SKdzCTp+TRVNXP1X7J54qZSxaepxojfSchaAvnTaDnOQYbn5mOwPHCOJ3HPL2lMtKzdAUG2Xn/IU5PLflEF19Y68YUFXnvX5YbTFAQ0MDF110EUVFRcycOZNvfvObOJ3OgD3/k08+yfbt2wP2fOFGgrMg+sbpRaTERnLzM9uPmVrjQHsvlXVtLJ9trdxt4kNnlU4hIyGaXz2/09CEtI2dvgS0EpyFnNgoO987Zw7bDnby2DGqhTy9+SDT0uMoHOP8NGE9V1Tk0efy8OwHh8Z8TGVdG1OTYyy1QldrzaWXXsrFF19MdXU1u3fvpru7mxtuuCFgryHB2dFJcBZEyXGR/PdZxby7t5UXth09tcYTGxrQ2pvQUlhTgi9VyvraNl7Ydtiw12nq9s5TkJ6z0HThwhwWFaRw2wu76O53j7hPfauDd/a2sHpxnvSUh7Cy/BSKshLGNbS5oa6NxZPtNVu7FgoLwWbz/nft2kk93auvvkpMTAyf+9znALDb7dx+++088MAD3HvvvVx66aWsWrWKoqIivvvd7wIwMDDANddcw7x585g/fz633347AHv27GHVqlWUl5dz2mmnsXPnTt5++22eeuoprr/+esrKytizZw933nknJSUlLFiwgCuvvHJS7Q8HslozyK5aks/ffak1Vs4ZObWG1ppHqxo4cUYa+WlyF21lV1Tk8ee393Hrv3dy+pxsoiICf78z2HMmqTRCklKKG88v4dJ73+a+dXv4ztnFH9vnsQ0NKAWXys1YSFNKcUVFPrc8t4OaMeSoPNTRy4H2Xr542thW8I1o7VpYswYcDu/jujrvY4Crr57QU27bto3y8vKPbEtKSqKgoAC3282mTZvYuHEj0dHRFBcX8/Wvf53GxkYOHDjA1q1bAWhvbwdgzZo13HfffRQVFfHee+/x1a9+lVdffZULL7yQ888/n9WrVwNw6623sm/fPqKjowePPZ5Jz1mQRdht/Oj8uexvdfDAW7Uj7lNZ10Zti4PV5fkj/l5YR4Tdxg/OnUtti4O/vVtnyGv4V/hKCa/QtbgglYvLcrj/zb3Utzo+8juPR/PYhgZO8WWaF6Ht4kW52G1qTBUDAjLf7IYbPgzM/BwO7/YJ0lqP2IPr337GGWeQnJxMTEwMJSUl1NXVMWPGDPbu3cvXv/51nn/+eZKSkuju7ubtt9/m8ssvp6ysjC9/+cscOjTykO+CBQu4+uqr+fvf/05EhPQbSXBmgtOKMjlzbhb3vFZDY9fHl9Y+UllPfJSdc+dPMaF1YrxWzM7klFnp/P71PbgHxl/s+liauvtJiYscVwJjYT3fXTWHSJviyttfYfeCkwaHoN77v4epb+2VKQxhIjMxmk/MzeYf7+2npfvoqZNe3dlIYnQEc6cmTfwF9+8f3/YxKC0tpbKy8iPbOjs7qa+vx263Ex394RQLu92O2+0mNTWVzZs3s2LFCu655x6++MUv4vF4SElJYdOmTYM/O3aMnFrm2Wef5Wtf+xpVVVWUl5fjdo88BeB4IcGZSX547lz63QP87JkdVNW1Dv68v6+VZz84xLnzpxIXJXcPoUApxX+dWEhjVz9vVjcH/PkbO/ul4HkYyEmJ5cGCdpztHVx2xrd5as5pVLlj+fPL20i0ac4ulZuxcPGds2fT6xzg1y/uHnWfzj4Xz205xPkLc4i0T+KruKBgfNvH4IwzzsDhcPDXv/4V8M4n+5//+R+uueYa4uJGnmrT3NyMx+Phsssu4+abb2bDhg0kJSUxffp0HnnkEcDb87Z582YAEhMT6eryrlD2eDzU19ezcuVKfvWrX9He3k53d/eE2x8OJDgzyYzMBK45uZCnNh/kst+9M/hzxe/focc5wBVLZEgzlJw+J4v0+Khx5zgaiyNdfWRJrruwMP9n3+fJv/w3uR2NfOPC73LZp3/NCzNP4ILdbxEbJT2j4WJWViKfOamQB9fvHzV10tObD9Ln8vDJyV7rb7kFhgdMcXHe7ROklOKJJ57gkUceoaioiNmzZxMTE8PPf/7zUY85cOAAK1asoKysjGuuuYZf/OIXAKxdu5Y//vGPLFy4kNLSUv71r38BcOWVV3LbbbexaNEiqqur+fSnP838+fNZtGgR3/72t0lJSZlw+8OBMjIFQLBVVFTo4V2xVubxaNbXttLv/uhQWGJMBIsKrJXzRhzbzc9s56/v1PLuD84gPYA9XYtvfomzS6fwi0vnB+w5hUlsNtAaR2Q0G3Lm4FE2FJrFB3cR3+849vEiZHQ4XKz8zTpmZSXw0JoTPzaH66K736LP5eH5b532sd/t2LGDuXPHXpOVtWu9c8z27/f2mN1yy4QXAwjjjHRelVJVWuuK4ftKz5mJbDbFCTPSWTY78yM/EpiFpisq8nENaJ7cdDBgz9nR66K1xym5r8KFb6gpztXPqXWbWVa7kdNqNxE/NcvkholAS46L5H/Oms37+1q5/fbH0UNSXez84z/Z3NDBFUvyA5M65eqrobYWPB7vfyUwC3kSnAkRIMVTElmYl8wjlfUBS0pb19IDQGFGfECeT5jMgCEoYV1XLing0hQndzbG8J3SS3AqO9TV8dAjbxKpNJcsyjW7icKiZMa5EAG0uiKfG5/cytYDnczPS5708+1r9gZn0yU4Cw/+Hg0Zgjou2G2K39z3bQryTuaOU6/m7WkLSex3UJcyhbPqNpIWf77ZTRQWJcGZEAF04cIcfvbMdh6urA9IcFbb7EApKJBkxOHj6qslGDuOqP37+VZdHUXN+3l2zmlopShqruPr7zwM3Gh284RFSXAmRAAlx0ayat4U/rXpADecN5eYyMmtwKtt6WFqUsykn0cIYZKCAqir47xd/+G8Xf/5cPu0aea1SViezDkTIsAuL8+ns8/Ni9uPXj91LGpbemS+mRChTOYZigmQ4EyIADt5Zjq5KbE8EoCcZ7XNEpwJEdKuvhruv9/bU6aU97/332/5oW273U5ZWRmlpaUsXLiQ3/72t3g83rRPlZWVfOMb3xj3c7a3t3Pvvfcec7/a2lrmzZs3oddasWIFxcXFLFy4kFNOOYVdu3aNu50ACQkJEzouUCQ4EyLAbDbF6vI83qpp5kB774Sfp8Phos3hYnq6BGdChLQQTHURGxvLpk2b2LZtGy+99BLPPfccP/nJTwCoqKjgzjvvHPdzjjU4G2oir7V27Vo2b97MZz/7Wa6//vpxHWsVEpwJYYDV5XloDY+NofjxaPb50mhMkxxnQoijWLtlLYV3FGL7iY3COwpZu2VtQJ8/KyuL+++/n7vvvhutNevWreP8870rTd9//31OPvlkFi1axMknnzzYU7Vt2zaWLl1KWVkZCxYsoLq6mu9///vs2bOHsrIyrr/+erTWXH/99cybN4/58+fz0EMPfey1h75Wd3c3n/vc55g/fz4LFizgscceO2q7ly1bRk1NDQC33XYbS5YsYcGCBdx0002D+1x88cWUl5dTWlrK/fff/7HnaG5u5qSTTuLZZ5/l0KFDLFu2jLKyMubNm8ebb745sf+hYyALAoQwQH5aHCfPTOfB9/ezZtmMCU3o9+c4kzQaQojRrN2yljVPr8Hh8laYqOuoY83TawC4en7geuhmzJiBx+OhsbHxI9vnzJnDG2+8QUREBC+//DI//OEPeeyxx7jvvvv45je/ydVXX43T6WRgYIBbb72VrVu3smnTJgAee+wxNm3axObNm2lubmbJkiUsW7Zs1DbcfPPNJCcns2XLFgDa2tqO2uann36a+fPn8+KLL1JdXc3777+P1poLL7yQN954g2XLlvHAAw+QlpZGb28vS5Ys4bLLLiM9PR2AI0eOcOGFF/Kzn/2MT3ziE/zmN7/h7LPP5oYbbmBgYACHw7iqHhKcCWGQ61bO4lN/eI8/vrWPr62cNe7j9zX3oJQ30BNCiJHc8MoNg4GZn8Pl4IZXbghocAaMmFy7o6ODz372s1RXV6OUwuVyAXDSSSdxyy230NDQwKWXXkpRUdHHjn3rrbe46qqrsNvtZGdns3z5ctavX8+CBQtGfP2XX36ZBx98cPBxaurI1XSuvvpqYmNjKSws5K677uJ///d/efHFF1m0aBHg7YGrrq5m2bJl3HnnnTzxxBMA1NfXU11dTXp6Oi6XizPOOIN77rmH5cuXA7BkyRI+//nP43K5uPjiiykrKxv7/7xxkmFNIQxy8qwMVpVO4Z7Xajjc0Tfu42ube8hJjpU0GkKIUe3v2D+u7RO1d+9e7HY7WVkfLTV24403snLlSrZu3crTTz9NX5/3WvepT32Kp556itjYWM4++2xeffXVjz3neCupaK3HVO5q7dq1bNq0iSeffJL8/Hy01vzgBz9g06ZNbNq0iZqaGr7whS+wbt06Xn75Zd555x02b97MokWLBtsfERFBeXk5L7zwwuDzLlu2jDfeeIPc3Fz+67/+i7/+9a/jav94SHAmhIF+eO5c3B7NL5/fOe5j97U4KMyQXjMhxOgKkgvGtX0impqauPbaa7nuuus+Fhx1dHSQm+stQ/XnP/95cPvevXuZMWMG3/jGN7jwwgv54IMPSExMpKura3CfZcuW8dBDDzEwMEBTUxNvvPEGS5cuHbUdZ511Fnfffffg42MNa/qdffbZPPDAA3R3dwNw4MABGhsb6ejoIDU1lbi4OHbu3Mm77747eIxSigceeICdO3dy6623AlBXV0dWVhZf+tKX+MIXvsCGDRvG9PoTIcGZEAYqSI/jS6dN54mNB9iwf2wXEr+6lh4KZaWmEOIobjnjFuIiP3oTFxcZxy1nTC6PWm9v72AqjTPPPJOzzjrrIxPp/b773e/ygx/8gFNOOYWBgYHB7Q899BDz5s2jrKyMnTt38pnPfIb09HROOeUU5s2bx/XXX88ll1zCggULWLhwIaeffjq/+tWvmDJlyqht+tGPfkRbWxvz5s1j4cKFvPbaa2N6L2eddRaf+tSnOOmkk5g/fz6rV6+mq6uLVatW4Xa7WbBgATfeeCMnnnjiR46z2+08+OCDvPbaa9x7772sW7eOsrIyFi1axGOPPcY3v/nNMf7fHD8VqALNIz65UquA/wXswB+01rcO+/1FwM2AB3AD39Jav+X7XS3QBQwAbq11xbFer6KiQldWVgb0PQgxWT39bk6+9VWWzc7krqsWjemYdoeTsp++xI/Om8sXT5thcAuFEFayY8cO5s6dO+b9125Zyw2v3MD+jv0UJBdwyxm3BHy+mZi8kc6rUqpqpPjGsAUBSik7cA/wCaABWK+UekprvX3Ibq8AT2mttVJqAfAwMGfI71dqrZuNaqMQwRAfHcEli3L5x/v7aXc4SYmLOuYx/oLn06TnTAhxDFfPv1qCsTBj5LDmUqBGa71Xa+0EHgQuGrqD1rpbf9h1Fw8Y140nhImuqMjH6fbw5MYDY9p/68FOAIqyzM1SLYQQIviMDM5ygaH1axp82z5CKXWJUmon8Czw+SG/0sCLSqkqpdQaA9sphOFKcpKYn5vMQ5UNY1qh9PquRvLTYiUBrRBCHIeMDM5GWu/6sW8lrfUTWus5wMV455/5naK1XgycA3xNKTViZjql1BqlVKVSqrKpqSkAzRbCGFcsyWfHoU62Hug86n797gHe3tPCitlZY1o2LoQQIrwYGZw1APlDHucBB0fbWWv9BjBTKZXhe3zQ999G4Am8w6QjHXe/1rpCa12RmZkZqLYLEXAXLswhOsLGQ5VHzz9UWduGwznA8tny9yyEEMcjI4Oz9UCRUmq6UioKuBJ4augOSqlZytc1oJRaDEQBLUqpeKVUom97PHAWsNXAtgphuOTYSM6dP5V/bTxIu8M56n7rdjUSZbdx8qz0ILZOCCGEVRgWnGmt3cB1wAvADuBhrfU2pdS1SqlrfbtdBmxVSm3Cu7Lzk74FAtnAW0qpzcD7wLNa6+eNaqsQwbJm2Qx6nG7uerVm1H3W7Wpi6fQ04qKkupoQwhx2u30wz9nChQv57W9/i8fjAaCyspJvfOMbk36N9vZ27r333sHHBw8eZPXq1WM+/pprriE3N5f+/n7AW6S8sLDwqMfU1tbyj3/845jPXVhYSHOzeckiDE1Cq7V+Tms9W2s9U2t9i2/bfVrr+3z//qXWulRrXaa1Psmf48y3wnOh76fUf6wQoW7u1CQuL8/nr+/UUutLlzHUgfZeqhu7WVEsQ5pCCPPExsayadMmtm3bxksvvcRzzz3HT37yEwAqKiq48847x/xcQ5PTDjU8OMvJyeHRRx8dVzvtdjsPPPDAmPcfa3BmNqkQIESQ/c9Zs4m020Ys6bRuVyOABGdCiDHbsnYLdxTewU9sP+GOwjvYsnZLQJ8/KyuL+++/n7vvvhutNevWreP8888HvEXEP/e5zzF//nwWLFjAY489BkBCQgI//vGPOeGEE3jnnXf47W9/y7x585g3bx533HEHAN///vfZs2cPZWVlXH/99dTW1jJv3jzAG9B95zvfGXzeu+66a8S2fetb3+L222/H7XZ/ZLvWmuuvv5558+Yxf/58HnroocHXfPPNNykrK+P2228/6uvcddddLF68mPnz57Nzp/d63dPTw+c//3mWLFnCokWL+Ne//gXAtm3bWLp0KWVlZSxYsIDq6upJ/T+XcRMhgiwrKYYvL5vJ7S/v5p09LZw088O5Za/uaCQ3JZaZmZLfTAhxbFvWbuHpNU/jcrgA6Kjr4Ok1TwMw/+r5AXudGTNm4PF4aGxs/Mj2m2++meTkZLZs8QaE/nqXPT09zJs3j5/+9KdUVVXxpz/9iffeew+tNSeccALLly/n1ltvZevWrWzatAnw9mr53X///ezbt4+NGzcSERFBa2vriO0qKCjg1FNP5W9/+xsXXHDB4PbHH3+cTZs2sXnzZpqbm1myZAnLli3j1ltv5de//jXPPPMMAL/73e9GfZ2MjAw2bNjAvffey69//Wv+8Ic/cMstt3D66afzwAMP0N7eztKlSznzzDO57777+OY3v8nVV1+N0+kctbdwrKTnTAgTfGnZdPLTYvniX9bz2q5GBjyam5/Zzis7G7lgYY6k0BBCjMkrN7wyGJj5uRwuXrnhlYC/1kg5Gl9++WW+9rWvDT5OTU0FvMONl112GQBvvfUWl1xyCfHx8SQkJHDppZfy5ptvHvW1Xn75Za699loiIrx9SGlpaaPu+8Mf/pDbbrttcE6c/zWvuuoq7HY72dnZLF++nPXr14/rdS699FIAysvLBwPHF198kVtvvZWysjJWrFhBX18f+/fv56STTuLnP/85v/zlL6mrqyM2Nvao7+9YpOdMCBPERUXwyJdP5vN/Xs8X/1LJ/NxkNtW3c83JhVx/drHZzRNChIiO/R3j2j5Re/fuxW63k5WVxY4dOwa3a61HvJmMiYnBbrcP7jNeoz3vSGbNmkVZWRkPP/zwR46f7OtER0cD3kDTP2yqteaxxx6juPij1+m5c+dywgkn8Oyzz3L22Wfzhz/8gdNPP31MbRiJ9JwJYZIpyTE8cu1JLJ+dyQcN7dx0QQn/78JS7DbpNRNCjE1yQfK4tk9EU1MT1157Ldddd93HApmzzjqLu+++e/Cxf1hzqGXLlvHkk0/icDjo6enhiSee4LTTTiMxMZGurq4RX/Oss87ivvvuGwyKRhvW9Lvhhhv49a9//ZHXfOihhxgYGKCpqYk33niDpUuXfuw1x/s6Z599Nnfddddg8Ldx40bAG7zOmDGDb3zjG1x44YV88MEHR32eY5HgTAgTxUdH8IfPVPDuD87gc6dMN7s5QogQc8YtZxAZF/mRbZFxkZxxyxmTet7e3t7BVBpnnnkmZ511FjfddNPH9vvRj35EW1sb8+bNY+HChbz22msf22fx4sVcc801LF26lBNOOIEvfvGLLFq0iPT0dE455RTmzZvH9ddf/5FjvvjFL1JQUMCCBQtYuHDhMVdYlpaWsnjx4sHHl1xyyeCxp59+Or/61a+YMmUKCxYsICIigoULF3L77beP+3VuvPFGXC4XCxYsYN68edx4440APPTQQ8ybN4+ysjJ27tzJZz7zmaM+z7GoiXQ3WlVFRYWurKw0uxlCCCHEhO3YsYO5c+eOef8ta7fwyg2v0LG/g+SCZM645YyALgYQgTHSeVVKVWmtK4bvK3POhBBCiBA2/+r5EoyFGRnWFEIIIYSwEAnOhBBCCCEsRIIzIYQQwmLCaT64GP/5lOBMCCGEsJCYmBhaWlokQAsTWmtaWlqIiYkZ8zGyIEAIIYSwkLy8PBoaGmhqajK7KSJAYmJiyMvLG/P+EpwJIYQQFhIZGcn06ZL38Hgmw5pCCCGEEBYiwZkQQgghhIVIcCaEEEIIYSFhVb5JKdUE1Bn8MhlAs8GvYWXH8/s/nt87yPuX93/8vv/j+b2DvH8j3/80rXXm8I1hFZwFg1KqcqQ6WMeL4/n9H8/vHeT9y/s/ft//8fzeQd6/Ge9fhjWFEEIIISxEgjMhhBBCCAuR4Gz87je7ASY7nt//8fzeQd6/vP/j1/H83kHef9Dfv8w5E0IIIYSwEOk5E0IIIYSwEAnOxkgptUoptUspVaOU+r7Z7TGaUipfKfWaUmqHUmqbUuqbvu3/Tyl1QCm1yfdzrtltNYpSqlYptcX3Pit929KUUi8ppap9/001u51GUEoVDznHm5RSnUqpb4Xr+VdKPaCUalRKbR2ybdRzrZT6ge9asEspdbY5rQ6cUd7/bUqpnUqpD5RSTyilUnzbC5VSvUP+Bu4zreEBMsr7H/Vv/Tg5/w8Nee+1SqlNvu1hdf6P8l1n6udfhjXHQCllB3YDnwAagPXAVVrr7aY2zEBKqanAVK31BqVUIlAFXAxcAXRrrX9tZvuCQSlVC1RorZuHbPsV0Kq1vtUXpKdqrb9nVhuDwff3fwA4AfgcYXj+lVLLgG7gr1rreb5tI55rpVQJ8E9gKZADvAzM1loPmNT8SRvl/Z8FvKq1diulfgnge/+FwDP+/cLBKO///zHC3/rxcv6H/f43QIfW+qfhdv6P8l13DSZ+/qXnbGyWAjVa671aayfwIHCRyW0ylNb6kNZ6g+/fXcAOINfcVlnCRcBffP/+C94Pcbg7A9ijtTY6wbNptNZvAK3DNo92ri8CHtRa92ut9wE1eK8RIWuk96+1flFr7fY9fBfIC3rDgmSU8z+a4+L8+ymlFN6b8n8GtVFBcpTvOlM//xKcjU0uUD/kcQPHUaDiu1NaBLzn23Sdb6jjgXAd1vPRwItKqSql1Brftmyt9SHwfqiBLNNaFzxX8tEL8/Fy/kc718fj9eDzwL+HPJ6ulNqolHpdKXWaWY0KgpH+1o+3838acERrXT1kW1ie/2HfdaZ+/iU4Gxs1wrbjYjxYKZUAPAZ8S2vdCfwOmAmUAYeA35jXOsOdorVeDJwDfM3X9X9cUUpFARcCj/g2HU/nfzTH1fVAKXUD4AbW+jYdAgq01ouA/wb+oZRKMqt9Bhrtb/24Ov/AVXz05iwsz/8I33Wj7jrCtoCffwnOxqYByB/yOA84aFJbgkYpFYn3j3Wt1vpxAK31Ea31gNbaA/wfId6dfzRa64O+/zYCT+B9r0d8cxT8cxUazWthUJwDbNBaH4Hj6/wz+rk+bq4HSqnPAucDV2vfBGXfcE6L799VwB5gtnmtNMZR/taPp/MfAVwKPOTfFo7nf6TvOkz+/EtwNjbrgSKl1HRfT8KVwFMmt8lQvnkGfwR2aK1/O2T71CG7XQJsHX5sOFBKxfsmh6KUigfOwvtenwI+69vts8C/zGlh0Hzkrvl4Of8+o53rp4ArlVLRSqnpQBHwvgntM5RSahXwPeBCrbVjyPZM3yIRlFIz8L7/vea00jhH+Vs/Ls6/z5nATq11g39DuJ3/0b7rMPvzr7WWnzH8AOfiXbG5B7jB7PYE4f2eirer9gNgk+/nXOBvwBbf9qfwrnIxvb0GvP8ZwGbfzzb/OQfSgVeAat9/08xuq4H/D+KAFiB5yLawPP94A9BDgAvvnfEXjnaugRt814JdwDlmt9+g91+Dd26N//N/n2/fy3yfic3ABuACs9tv0Psf9W/9eDj/vu1/Bq4dtm9Ynf+jfNeZ+vmXVBpCCCGEEBYiw5pCCCGEEBYiwZkQQgghhIVIcCaEEEIIYSESnAkhhBBCWIgEZ0IIIYQQFiLBmRBCCCGEhUhwJoQQQghhIRKcCSGEEEJYyP8Hm1VXG4yWdawAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ppg_seg = ppg[0:200]\n",
    "seg_peaks = get_peaks(ppg_seg, fs)\n",
    "seg_onset = get_onsets(ppg_seg, seg_peaks, fs)\n",
    "seg_dia, seg_dic = get_dia_dic(ppg_seg, seg_peaks, seg_onset, fs)\n",
    "plt.figure(figsize=(10,5))\n",
    "plt.plot(ppg_seg)\n",
    "plt.ylabel('PPG')\n",
    "plt.scatter(seg_onset, ppg_seg[seg_onset], color='red',label='Onsets')\n",
    "plt.scatter(seg_dia, ppg_seg[seg_dia], color='green',label='Diastolic Peaks')\n",
    "plt.scatter(seg_dic, ppg_seg[seg_dic], color='purple',label='Dicrotic Notches')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "N2-57tgiCupC"
   },
   "source": [
    "## Run BP Estimation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "id": "s4eg3GIbC8l6"
   },
   "outputs": [],
   "source": [
    "def get_fids(ppg, fs):\n",
    "  pks = get_peaks(ppg, fs)\n",
    "  ons = get_onsets(ppg, pks, fs)\n",
    "  dia, dic = get_dia_dic(ppg, pks, ons, fs)\n",
    "  return pks, ons, dia, dic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "id": "vMLI2bu6DXlR"
   },
   "outputs": [],
   "source": [
    "def get_signal(rel_segment_no, label, start_sec, len_sec):\n",
    "  if label == 'ppg':\n",
    "    chan = 'Pleth'\n",
    "  elif label == 'bp':\n",
    "    chan = 'ABP'\n",
    "  rel_segment_name = segment_names[rel_segment_no]\n",
    "  rel_segment_dir = segment_dirs[rel_segment_no]\n",
    "\n",
    "  sig, meta = wfdb.rdsamp(record_name=rel_segment_name, \n",
    "                            pn_dir=rel_segment_dir, \n",
    "                            sampfrom=0, sampto=100)\n",
    "  fs = round(meta['fs'])\n",
    "\n",
    "  sampfrom = fs*start_sec\n",
    "  sampto = fs*(start_sec + len_sec)\n",
    "\n",
    "  req_sig, fields = wfdb.rdsamp(record_name=rel_segment_name, \n",
    "                            pn_dir=rel_segment_dir, \n",
    "                            sampfrom=sampfrom, sampto=sampto, \n",
    "                            channel_names = [chan]) \n",
    "  req_sig = req_sig.squeeze()\n",
    "\n",
    "  return req_sig, fs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "id": "G5zfp1JNEbGI"
   },
   "outputs": [],
   "source": [
    "def get_less_closest(array, value):\n",
    "  array = np.array(array)\n",
    "  index, arr = np.argwhere(array<value), array[array<value]\n",
    "  idx = (np.abs(arr - value)).argmin()\n",
    "  return array[index[idx]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "id": "gCPBmuxaH0MS"
   },
   "outputs": [],
   "source": [
    "def remove_nan(sig):\n",
    "    nan_ind= np.argwhere(np.isnan(sig)) \n",
    "    return np.delete(sig, nan_ind)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Y09r9gv1J1x8"
   },
   "source": [
    "#### Test Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "SEpilXt1J3qY",
    "outputId": "47a94e39-8cf9-44e5-fdca-25c88f1f61bf"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-60, -18, -49, -31, -19, -16, -34, -14, -18, -20, -19, -17, -15,\n",
       "       -17, -19, -15, -23, -18, -15, -16, -14, -21, -25, -17, -19, -17,\n",
       "       -18, -16, -17, -12, -19, -15, -23, -15, -18, -20, -45, -16, -14,\n",
       "       -14, -17])"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dias = [467,505,617,679,747,825,923,982,1065,1147,1225,1302,1378,1460,1540,1616,1703,1776,1853,1933,2010,2096,2179,2250,2331,2407,2487,2563,2642,2716,2800,2875,2961,3031,3111,3190,3292,3342,3418,3496,3576]\n",
    "pks = [326,407,487,568,648,728,809,889,968,1047,1127,1206,1285,1363,1443,1521,1601,1680,1758,1838,1917,1996,2075,2154,2233,2312,2390,2469,2547,2625,2704,2781,2860,2938,3016,3093,3170,3247,3326,3404,3482,3559,3636]\n",
    "\n",
    "peaks = [get_less_closest(pks, dia)[0] for dia in dias]\n",
    "delta_t = np.subtract(peaks, dias)\n",
    "\n",
    "delta_t"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "EmJGYc3OKLO8"
   },
   "source": [
    "### Get delta_t and bp example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "id": "GSWmBTnFG2X4"
   },
   "outputs": [],
   "source": [
    "ppg, fs = get_signal(3, 'ppg', 100, 60)\n",
    "ppg = remove_nan(ppg)\n",
    "pks, ons, dias, dics = get_fids(ppg, fs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "id": "VxakNbP3G4L7"
   },
   "outputs": [],
   "source": [
    "corrs_peaks = [get_less_closest(pks, dia)[0] for dia in dias]\n",
    "delta_t = np.subtract(dias, corrs_peaks)/fs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "6o2MuGapKkpG",
    "outputId": "d186862a-334e-4177-80a8-1bd772e0bfe0"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.3548387096774194 118.84375 64.0625\n"
     ]
    }
   ],
   "source": [
    "bp, fs = get_signal(3, 'bp', 100, 60)\n",
    "bp = remove_nan(bp)\n",
    "pks = get_peaks(bp, fs)\n",
    "ons = get_onsets(bp, pks, fs)\n",
    "\n",
    "sbp = np.median(bp[pks])\n",
    "dbp = np.median(bp[ons])\n",
    "\n",
    "print(np.mean(delta_t), sbp, dbp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "OJfzREAFKcH_"
   },
   "source": [
    "\n",
    "### Get training set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "1r0pjOopRLaR",
    "outputId": "cf113be1-7a39-4793-9651-109ff5e1d4c5"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "52"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(segment_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "id": "9yaI7x32NGAA"
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "id": "cPoN8YfArbBh"
   },
   "outputs": [],
   "source": [
    "# train_set = pd.DataFrame(np.nan, \n",
    "#                          columns = ['id', \n",
    "#                                     'pk_to_dia', 'pk_to_dic', \n",
    "#                                     'on_to_pk', 'on_to_dia', 'on_to_dic',\n",
    "#                                     'peak_len', \n",
    "#                                     'peak_h', 'dia_h', 'dic_h', 'on_h',\n",
    "#                                     'sbp', 'dbp'], \n",
    "#                          index = list(range(0,100)))\n",
    "# train_set['id'] = train_set['id'].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "id": "n0lCScijkPAT"
   },
   "outputs": [],
   "source": [
    "# train_set.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "id": "Ud5wlDBmC0XF"
   },
   "outputs": [],
   "source": [
    "# intv = 60\n",
    "# i = 0\n",
    "# for start in range(40, 800, 60):\n",
    "#   for no in range(40, 52):\n",
    "#     ppg, fs = get_signal(no, 'ppg', start, intv)\n",
    "#     ppg = remove_nan(ppg)\n",
    "#     pks, ons, dias, dics = get_fids(ppg, fs)\n",
    "\n",
    "#     on_pks = [get_less_closest(ons, pk)[0] for pk in pks[1:]]\n",
    "#     on_to_p = np.subtract(pks[1:], on_pks)/fs\n",
    "#     on_dia = [get_less_closest(ons, dia)[0] for dia in dias]\n",
    "#     on_to_dia = np.subtract(dias, on_dia)/fs\n",
    "#     on_dic = [get_less_closest(ons, dic)[0] for dic in dics]\n",
    "#     on_to_dic = np.subtract(dics, on_dic)/fs\n",
    "\n",
    "#     dia_pks = [get_less_closest(pks, dia)[0] for dia in dias]\n",
    "#     p_to_dia = np.subtract(dias, dia_pks)/fs\n",
    "#     dic_pks = [get_less_closest(pks, dic)[0] for dic in dics]\n",
    "#     p_to_dic = np.subtract(dics, dic_pks)/fs\n",
    "\n",
    "#     bp, fs = get_signal(no, 'bp', start, intv)\n",
    "#     bp = remove_nan(bp)\n",
    "#     pks = get_peaks(bp, fs)\n",
    "#     ons = get_onsets(bp, pks, fs)\n",
    "\n",
    "#     sbp = np.median(bp[pks])\n",
    "#     dbp = np.median(bp[ons])\n",
    "\n",
    "#     train_set.at[i, 'id'] = str(no)+'-'+str(start)+'-'+str(intv)\n",
    "#     train_set.at[i, 'on_to_pk'] = np.mean(on_to_p)\n",
    "#     train_set.at[i, 'on_to_dia'] = np.mean(on_to_dia)\n",
    "#     train_set.at[i, 'on_to_dic'] = np.mean(on_to_dic)\n",
    "\n",
    "#     train_set.at[i, 'pk_to_dia'] = np.mean(p_to_dia)\n",
    "#     train_set.at[i, 'pk_to_dic'] = np.mean(p_to_dic)\n",
    "\n",
    "#     train_set.at[i, 'peak_h'] = np.mean(ppg[pks])\n",
    "#     train_set.at[i, 'dia_h'] = np.mean(ppg[dias])\n",
    "#     train_set.at[i, 'dic_h'] = np.mean(ppg[dics])\n",
    "#     train_set.at[i, 'on_h'] = np.mean(ppg[ons])\n",
    "\n",
    "#     train_set.at[i, 'peak_len'] = np.mean(np.diff(pks)/fs)\n",
    "#     train_set.at[i, 'sbp'] = sbp\n",
    "#     train_set.at[i, 'dbp'] = dbp\n",
    "\n",
    "#     i += 1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "id": "vFdf_43zSuKw"
   },
   "outputs": [],
   "source": [
    "# train_set.to_csv('train_res.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "eBlAs_IzYNOg"
   },
   "source": [
    "## Run Linear Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "R4OhmagiUarO",
    "outputId": "e9d5abbc-bb20-45d7-8b30-d019973d533d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2023-03-14 22:53:41--  https://raw.githubusercontent.com/kellydingzx/ppg-bp-data/main/train.csv\n",
      "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n",
      "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 81643 (80K) [text/plain]\n",
      "Saving to: ‘train.csv’\n",
      "\n",
      "train.csv           100%[===================>]  79.73K  --.-KB/s    in 0.005s  \n",
      "\n",
      "2023-03-14 22:53:41 (15.1 MB/s) - ‘train.csv’ saved [81643/81643]\n",
      "\n",
      "--2023-03-14 22:53:42--  https://raw.githubusercontent.com/kellydingzx/ppg-bp-data/main/test.csv\n",
      "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.109.133, 185.199.110.133, 185.199.108.133, ...\n",
      "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.109.133|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 27342 (27K) [text/plain]\n",
      "Saving to: ‘test.csv’\n",
      "\n",
      "test.csv            100%[===================>]  26.70K  --.-KB/s    in 0.001s  \n",
      "\n",
      "2023-03-14 22:53:42 (50.9 MB/s) - ‘test.csv’ saved [27342/27342]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "! wget https://raw.githubusercontent.com/kellydingzx/ppg-bp-data/main/train.csv\n",
    "! wget https://raw.githubusercontent.com/kellydingzx/ppg-bp-data/main/test.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "id": "zJDr4sx9Unqz"
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "id": "zL9xEWPDWEtB"
   },
   "outputs": [],
   "source": [
    "train_set = pd.read_csv('train.csv').set_index('Unnamed: 0')\n",
    "train_set = train_set.dropna()\n",
    "\n",
    "test_set = pd.read_csv('test.csv').set_index('Unnamed: 0')\n",
    "test_set = test_set.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "id": "2bDuWSbTUqDR"
   },
   "outputs": [],
   "source": [
    "train_set = train_set.drop(train_set[train_set['sbp']>220].index)\n",
    "test_set = test_set.drop(test_set[test_set['sbp']>220].index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "dZeCfi-ZSwHE",
    "outputId": "8021bc4b-2bfb-4d38-9992-52b4fe859adf"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((364, 13), (68, 13))"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_set.shape, test_set.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "id": "eU3FoV8wZiAS"
   },
   "outputs": [],
   "source": [
    "features = ['pk_to_dia', 'pk_to_dic',\n",
    "            'on_to_pk', 'on_to_dia', 'on_to_dic',\n",
    "            'peak_len', \n",
    "            'peak_h', 'dia_h', 'dic_h', 'on_h']\n",
    "X, X_test = train_set[features].to_numpy(), test_set[features].to_numpy()\n",
    "y, y_test = train_set['dbp'].to_numpy(), test_set['dbp'].to_numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "OmMrnSXMYMj5",
    "outputId": "45304d5d-6a05-4e0e-d386-c8270cb3fa70"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.07020956884995677\n",
      "[ 17.27915979  -3.77602219   3.43481116   7.73166082 -13.32352116\n",
      "  -5.41141461 -18.12401551 -30.69878586  44.17869563  49.58030356] 36.07810821002502\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "reg = LinearRegression().fit(X, y)\n",
    "print(reg.score(X, y))\n",
    "print(reg.coef_, reg.intercept_)\n",
    "\n",
    "y_pred = reg.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "mBl4_Qd8Z994",
    "outputId": "13b3dc80-dc94-4537-c657-4f82e07a1d1b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "271.9106456602938"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import mean_squared_error\n",
    "mean_squared_error(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "zBJonx3SnBpJ",
    "outputId": "e4c4ac58-d284-4f54-a8f7-b13c3f60336e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9104779254812161\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor\n",
    "\n",
    "regr = RandomForestRegressor(max_depth=100, random_state=0)\n",
    "regr.fit(X, y)\n",
    "print(regr.score(X, y))\n",
    "pred = regr.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "OZdNAcjearOw",
    "outputId": "cf359b56-2508-4918-b471-1dc4851ad861"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "266.31520622271375"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_squared_error(y_test, pred)"
   ]
  }
 ],
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